Test p Trees e g Tweets 2 Tp

A 2564 p. Trees (256 AAPL Tweet Docs, 296 Terms, 29 Positions) Tp. Trees

Stock Market Prediction Compose a historical TB 2 H (Too. Big. To. Be. Horizontal)

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Test p. Trees (e. g. , Tweets) 2. Tp. Trees (indexed by (D, P) ) Pos 1 1. Dp. Trees (indexed by (T, P) ) Doc Tweet 3 Sentiment analysis (by doc) : 1 Tweet 2 PSB: Positive Sentiment Bit. Map, 1 iff doc has positive AAPL sentiment. 1 0 PSA: Positive Sentiment Array, measures positive AAPL sentiment level? Tweet 1 1 0 PSA for each term? Might term context change the sentiment? 0 0 Position info gives PSV in context! PSB, PSV derived by hand ? (humans r assign PSB, PSV). 0 0 SA is typically done on small datasets (yesterday’s AAPL tweets) with NLP. We need a Killer Idea? 0 0 1. A new way to do SA? (on data Too Big for the Horizontal Guys (TBHG)? 0 0 2. A new SA signal which is faster/more_accurate/uses_vertical_data? 0 0 3. Position info for phrase analysis, but then p. Trees are not necessary (id “key” phrases as having same starting point as their first term. ). 0 0 0 Best approach? Compose a historical TBHG (deep and wide) Training. Set, TS(stock, day, . ) containing a column for every pertinent 0 0 Wall Street and Main Street input (e. g. , Russia invades Kiev!) on each stock on each day. Class label: increased/decreased (by a 0 threshold % the next day? ). Build a Hulls around the “increased” and “decreased’ classes. Classify each stock each day. Buy 0 0 0 increasers on margins. Sell decreasers short. 0 0 A SA column would be a pertinent Wall Street measurement column. 2… 1 2 nd word 7 Term buy AAPL all 1 0 0 always 1 an and apple April 01 0 0 00 1 0 0 0 00 0 1 0 0 0 0 1 0 0 00 1 0 0 . . . buy again all always. an and apple April . . . 1 st wd 0 1 0 0 0 0 0 0 1 0 0 0 0 0 1 2 3 4 . . 0 0 0 0 1 0 0 0 1 0 00 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 . . . 0 0 0 0 0 0 1 0 0 0 0 . . . Etc. 0 0 0 0 Twt 3 Tweet 2 4 D cube for 2 wd phrases? Tweet 1 (Overkill? ) 0 2 -word phrase start position 6 . . 0 0 0 0 1 0 00 0 0 0 5 . . . 0 0 s 6 0 0 Tweet 3 Tweet 2 Tweet 1 oc 5 1 . D 4 0 0 Do cs AAPL 3 0 0 0 1. Dp. Trees (index by (T, P) ) Position 1 2 1 Doc Tweet 3 Term a Tweet 2 1 0 0 Tweet 1 0 0 1 0 Pp. Trees . . . 3. Pp. Trees (indexed by (T, D) )) OR row gives Term=a Existential. Term p. Tree. Sum gives Term=a Doc. Freq (df) array are 0 0 0 0 . . Position… 1 2 3 4 5 6 7

A 2564 1 2 3 4 5 6 7 8 9 10 1 2 3 4 5 6 7 8 9 20 1 2 3 4 5 6 7 8 9 30 1 2 3 4 5 6 7 8 9 40 1 2 3 4 5 6 7 8 9 50 1 2 3 4 5 6 7 8 9 60 1 2 3 4 5 6 7 8 9 70 1 2 3 4 5 6 7 8 9 80 1 2 3 4 5 6 87 (256 AAPL tweets) (Always set the Stride to a multiple of the register size!) big potentiawin at LG and $AAPL (i Watch potentia $VHC reiterat. Buy and 65 target @ Gilford. Expect $AAPL trial to proceed and confidenthat $VHC will win Glad to be back from my sabbaticgreat calls around today $HLF $AAPL etc. . . Multiple$AAPL key Sr. Employeeresginedysdy check out this flow chart http: //tno alarm but never good. JP Morgans upgrade on $OVTI today is essentiaconfirmiwhat we had days ago with $AAPL I Phone 5 wins JPM admits they got it wrong! $AAPL Im told Topeka Cap Mkts has a note out reit 1111 tgt defendinthe stock and saying its down on poor journaliand cheap shots ha @Red. Dog. T$AAPl grt trading as usual Redog Topeka Capital Markets that had the 1001 $AAPL target is out raising it again to a street high of 1111 this is grt $AAPL defendednow @ Topeka saying AT&T i. Phone Activati. Need to be Put into Perspectreit 1001 tgt I spoke to soon Pipers Gene Munster reit 910 tgt on $AAPL not focusingon I phone activatibut on top line sales and future products $AAPL bulls scurryinto find Gene Minster to come on CNBC for a defense on this missed activatifrom $VZ and $T $AAPL not good jefferiesaying that $T activate 4. 3 M i phones in q 1 less than the 6 M expectatouch!! Verizionactivatidown also @Red. Dog. Tnice trading Redog. grfollow in the stream$A @Red. Dog. TAre you looking for a big gap down tomorrow$AAPL any level tomorrowon a gap down to get long? $JCP Bill Ackman Perhing Square is speakingnow NYU Schack REIT conferensays that JCP poised to rebound with new ceo from $AAPL LQMT + Korea times is reportinthat LQMT is likely to be in AAPL's New iphone 5 http: //tn http: //t Lotta people asking for the $FORD $AAPL link here it is http: //t Stellar early call on $AAPL by Wedge Partners : 2012 -04 - '/c $FORD deal w $AAPL iphone productson their site @Stock. Sa@allstat$RIMM associatthere tonite and $AAPL sales guys there tomorrownite for the OKC game. LBJ needs to lite it up @Stock. Sa@Jason. Ravery astute shop the call will gain tractionim sure in a little bit re $AAPL Holly bubbles!Topeka Capital Markets initatin$AAPL with a 1001 price target. . not 1000 tgt whats his point $AAPL I'm sure this is going to be highligh. Monday Ex Apple TV engineerdisses firm's post-Ste. Jobs design sensenh $ZAGG presentitomorrow@ Wedbush conferenmid day $AAPL event tomorrowas well. . hm( no postion here) C. Hallum reit buy on $SIMO Phison said controllunit sales would double which is + industry. Was down on $AAPL suing Android industry Sources indicatithat $AMZN is opening a retail store ie $AAPL to sell Amazon Exlclusi. E-readerand Tablets http: //t Jefferieout saying that they believe $AAPL will pay a dividendlater this year. $VHC up on documentshowing that $VHC is suing $AAPL again rexxam of the case RT @Trade. Ha$AAPL preppingmovie cloud service. Bad for $NFLX ? http: //t $CTRL showing up on severalsell side reports as a comp. to own into CES &amp for 2015 Home automatia space $AAPL most likely headed into TMobile CEO predictifor 2015 thinks wearables / $AAPL i. Watch will be huge http: //t $IDTI speakingat Barclaysnext week Consumer. Electron. Show (JAN) Mobile World Congress$AAPL i. Watch chargingtheme fuego for 15 Craig Hallum and OTR Global both very high on $IDTI citing a big potentiawin at LG and $AAPL (i Watch potentia Katy Huberty (Morgan Stanley)also has a bull case on $AAPL and raises to 150 with prior tgt of 135 using a $10 EPS tgt. for CY 2015 Katy Huberty (Morgan Stanley)taking Apple $AAPL target up to 126 from 115 Sell side said $AAPL teardownwont be out till 2015 but belief is that $IDTI won the wirelesschargingsocket. Let the chart guru's chime in Some pretty harsh languagefrom $GLUU so $AAPL is 0. 54% custy of $GLUU. $AAPL is going 64 bit by 15 -Feb $GLUU says they aren't going 64 bit The bigger highlighis that $BIDU $BABA Samsung and $AAPL could follow Xiaomi'slead and make a strategimove with $YOD as well Looks like $HIVE had to retract their PR yesterda&amp added that they DONATEDin support of $AAPL what scumbagshttp: //t Another Sell side analyst making commentson the $HIVE $AAPL news. Says $HIVE isnt worthy of the 50 M mkt cap add sees 8 M tops hence the fade $CTRL showing up on severalsell side reports as a comp. to own into CES &amp for 2015 Home automatia space $AAPL most likely headed into TMobile CEO predictifor 2015 thinks wearables / $AAPL i. Watch will be huge http: //t $IDTI speakingat Barclaysnext week Consumer. Electron. Show (JAN) Mobile World Congress$AAPL i. Watch chargingtheme fuego for 15 Craig Hallum and OTR Global both very high on $IDTI citing a big potentiawin at LG and $AAPL (i Watch potentia Katy Huberty (Morgan Stanley)also has a bull case on $AAPL and raises to 150 with prior tgt of 135 using a 10 EPS tgt. for CY 2015 Katy Huberty (Morgan Stanley)taking Apple $AAPL target up to 126 from 115 Sell side said $AAPL teardownwont be out till 2015 but belief is that $IDTI won the wirelesschargingsocket. Let the chart guru's chime in Some pretty harsh languagefrom $GLUU so $AAPL is 0. 54% custy of $GLUU. $AAPL is going 64 bit by 15 -Feb $GLUU says they aren't going 64 bit The bigger highlighis that $BIDU $BABA Samsung and $AAPL could follow Xiaomi'slead and make a strategimove with $YOD as well Looks like $HIVE had to retract their PR yesterda&amp added that they DONATEDin support of $AAPL what scumbagshttp: //t Another Sell side analyst making commentson the $HIVE $AAPL news. Says $HIVE isnt worthy of the 50 M mkt cap add sees 8 M tops hence the fade $CTRL showing up on severalsell side reports as a comp. to own into CES &amp for 2015 Home automatia space $AAPL most likely headed into TMobile CEO predictifor 2015 thinks wearables / $AAPL i. Watch will be huge http: //t $IDTI speakingat Barclaysnext week Consumer. Electron. Show (JAN) Mobile World Congress$AAPL i. Watch chargingtheme fuego for 15 Craig Hallum and OTR Global both very high on $IDTI citing a big potentiawin at LG and $AAPL (iwatch potentia Katy Huberty (Morgan Stanley)also has a bull case on $AAPL and raises to 150 with prior tgt of 135 using a 10 EPS tgt. for CY 2015 Katy Huberty (Morgan Stanley)taking Apple $AAPL target up to 126 from 115 Sell side said $AAPL teardownwont be out till 2015 but belief is that $IDTI won the wirelesschargingsocket. Let the chart guru's chime in Some pretty harsh languagefrom $GLUU so $AAPL is 0. 54% custy of $GLUU. $AAPL is going 64 bit by 15 -Feb $GLUU says they aren't going 64 bit The bigger highlighis that $BIDU $BABA Samsung and $AAPL could follow Xiaomi'slead and make a strategimove with $YOD as well Looks like $HIVE had to retract their PR yesterda&amp added that they DONATEDin support of $AAPL what scumbagshttp: //t Another Sell side analyst making commentson the $HIVE $AAPL news. Says $HIVE isnt worthy of the 50 M mkt cap add sees 8 M tops hence the fade $CTRL showing up on severalsell side reports as a comp. to own into CES &amp for 2015 Home automatia space $AAPL most likely headed into TMobile CEO predictifor 2015 thinks wearables / $AAPL i. Watch will be huge http: //t $IDTI speakingat Barclaysnext week Consumer. Electron. Show (JAN) Mobile World Congress$AAPL i. Watch chargingtheme fuego for 15

A 2564 88 9 90 1 2 3 4 5 6 7 8 9 100 1 2 3 4 5 6 7 8 9 110 1 2 3 4 5 6 7 8 9 120 1 2 3 4 5 6 7 8 9 130 1 2 3 4 5 6 7 8 9 140 1 2 3 4 5 6 7 8 9 150 1 2 3 4 5 6 7 8 9 160 1 2 3 4 5 6 7 8 9 170 1 2 3 174 (256 AAPL tweets) Craig Hallum and OTR Global both very high on $IDTI citing a big potentiawin at LG and $AAPL (iwatch potentia Katy Huberty (Morgan Stanley)also has a bull case on $AAPL and raises to 150 with prior tgt of 135 using a 10 EPS tgt. for CY 2015 Katy Huberty (Morgan Stanley)taking Apple $AAPL target up to 126 from 115 Sell side said $AAPL teardownwont be out till 2015 but belief is that $IDTI won the wirelesschargingsocket. Let the chart guru's chime in Some pretty harsh languagefrom $GLUU so $AAPL is 0. 54% custy of $GLUU. $AAPL is going 64 bit by 15 -Feb $GLUU says they aren't going 64 bit The bigger highlighis that $BIDU $BABA Samsung and $AAPL could follow Xiaomi'slead and make a strategimove with $YOD as well Looks like $HIVE had to retract their PR yesterda&amp added that they DONATEDin support of $AAPL what scumbagshttp: //t Another Sell side analyst making commentson the $HIVE $AAPL news. Says $HIVE isnt worthy of the 50 M mkt cap add sees 8 M tops hence the fade $CTRL showing up on severalsell side reports as a comp. to own into CES &amp for 2015 Home automatia space $AAPL most likely headed into TMobile CEO predictifor 2015 thinks wearables / $AAPL i. Watch will be huge http: //t $IDTI speakingat Barclaysnext week Consumer. Electron. Show (JAN) Mobile World Congress$AAPL i. Watch chargingtheme fuego for 15 Craig Hallum and OTR Global both very high on $IDTI citing a big potentiawin at LG and $AAPL (iwatch potentia Katy Huberty (Morgan Stanley)also has a bull case on $AAPL and raises to 150 with prior tgt of $135. 00 using a 10 EPS tgt. for CY 2015 Katy Huberty (Morgan Stanley)taking Apple $AAPL target up to 126 from 115 Sell side said $AAPL teardownwont be out till 2015 but belief is that $IDTI won the wirelesschargingsocket. Let the chart guru's chime in 2015 Some pretty harsh languagefrom $GLUU so $AAPL is 0. 54% custy of $GLUU. $AAPL is going 64 bit by 15 -Feb $GLUU says they aren't going 64 bit The bigger highlighis that $BIDU $BABA Samsung and $AAPL could follow Xiaomi'slead and make a strategimove with $YOD as well Looks like $HIVE had to retract their PR yesterda&amp added that they DONATEDin support of $AAPL what scumbagshttp: //t Another Sell side analyst making commentson the $HIVE $AAPL news. Says $HIVE isnt worthy of the 50 M mkt cap add sees 8 M tops hence the fade $CTRL showing up on severalsell side reports as a comp. to own into CES &amp for 2015 Home automatia space $AAPL most likely headed into 2015 TMobile CEO predictifor 2015 thinks wearables / $AAPL i. Watch will be huge http: //t $IDTI speakingat Barclaysnext week Consumer. Electron. Show (JAN) Mobile World Congress$AAPL i. Watch chargingtheme fuego for 15 Craig Hallum and OTR Global both very high on $IDTI citing a big potentiawin at LG and $AAPL (iwatch potentia Katy Huberty (Morgan Stanley)also has a bull case on $AAPL and raises to 150 with prior tgt of 135 using a 10 EPS tgt. for CY 2015 Katy Huberty (Morgan Stanley)taking Apple $AAPL target up to 126 from 115 Sell side said $AAPL teardownwont be out till 2015 but belief is that $IDTI won the wirelesschargingsocket. Let the chart guru's chime in Some pretty harsh languagefrom $GLUU so $AAPL is 0. 54% custy of $GLUU. $AAPL is going 64 bit by 15 -Feb $GLUU says they aren't going 64 bit The bigger highlighis that $BIDU $BABA Samsung and $AAPL could follow Xiaomi'slead and make a strategimove with $YOD as well Looks like $HIVE had to retract their PR yesterda&amp added that they DONATEDin support of $AAPL what scumbagshttp: //t Another Sell side analyst making commentson the $HIVE $AAPL news. Says $HIVE isnt worthy of the 50 M mkt cap add sees 8 M tops hence the fade $CTRL showing up on severalsell side reports as a comp. to own into CES &amp for 2015 Home automatia space $AAPL most likely headed into 2015 TMobile CEO predictifor 2015 thinks wearables / $AAPL i. Watch will be huge http: //t $IDTI speakingat Barclaysnext week Consumer. Electron. Show (JAN) Mobile World Congress$AAPL i. Watch chargingtheme fuego for 15 Craig Hallum and OTR Global both very high on $IDTI citing a big potentiawin at LG and $AAPL (iwatch potentia Katy Huberty (Morgan Stanley)also has a bull case on $AAPL and raises to 150 with prior tgt of 135 using a 10 EPS tgt. for CY 2015 Katy Huberty (Morgan Stanley)taking Apple $AAPL target up to 126 from 115 Sell side said $AAPL teardownwont be out till 2015 but belief is that $IDTI won the wirelesschargingsocket. Let the chart guru's chime in Some pretty harsh languagefrom $GLUU so $AAPL is 0. 54% custy of $GLUU. $AAPL is going 64 bit by 15 -Feb $GLUU says they aren't going 64 bit The bigger highlighis that $BIDU $BABA Samsung and $AAPL could follow Xiaomi'slead and make a strategimove with $YOD as well Looks like $HIVE had to retract their PR yesterda&amp added that they DONATEDin support of $AAPL what scumbagshttp: //t Another Sell side analyst making commentson the $HIVE $AAPL news. Says $HIVE isnt worthy of the 50 M mkt cap add sees 8 M tops hence the fade $CTRL showing up on severalsell side reports as a comp. to own into CES &amp for 2015 Home automatia space $AAPL most likely headed into TMobile CEO predictifor 2015 thinks wearables / $AAPL i. Watch will be huge http: //t $IDTI speakingat Barclaysnext week Consumer. Electron. Show (JAN) Mobile World Congress$AAPL i. Watch chargingtheme fuego for 15 /c Craig Hallum and OTR Global both very high on $IDTI citing a big potentiawin at LG and $AAPL (iwatch potentia Katy Huberty (Morgan Stanley)also has a bull case on $AAPL and raises to 150 with prior tgt of $135. 00 using a 10 EPS tgt. for CY 2015 Katy Huberty (Morgan Stanley)taking Apple $AAPL target up to 126 from 115 Sell side said $AAPL teardownwont be out till 2015 but belief is that $IDTI won the wirelesschargingsocket. Let the chart guru's chime in Some pretty harsh languagefrom $GLUU so $AAPL is 0. 54% custy of $GLUU. $AAPL is going 64 bit by 15 -Feb $GLUU says they aren't going 64 bit The bigger highlighis that $BIDU $BABA Samsung and $AAPL could follow Xiaomi'slead and make a strategimove with $YOD as well Looks like $HIVE had to retract their PR yesterda&amp added that they DONATEDin support of $AAPL what scumbagshttp: //t Another Sell side analyst making commentson the $HIVE $AAPL news. Says $HIVE isnt worthy of the 50 M mkt cap add sees 8 M tops hence the fade $CTRL showing up on severalsell side reports as a comp. to own into CES &amp for 2015 Home automatia space $AAPL most likely headed into TMobile CEO predictifor 2015 thinks wearables / $AAPL i. Watch will be huge http: //t $IDTI speakingat Barclaysnext week Consumer. Electron. Show (JAN) Mobile World Congress$AAPL i. Watch chargingtheme fuego for 15 Craig Hallum and OTR Global both very high on $IDTI citing a big potentiawin at LG and $AAPL (iwatch potentia Katy Huberty (Morgan Stanley)also has a bull case on $AAPL and raises to 150 with prior tgt of $135. 00 using a 10 EPS tgt. for CY 2015 Katy Huberty (Morgan Stanley)taking Apple $AAPL target up to 126 from 115 Time : 2014 -11 -Retweets: 6 Favourit: 0 User : Marc Lehman Follower: 20502} Sell side said $AAPL teardownwont be out till 2015 but belief is that $IDTI won the wirelesschargingsocket. Let the chart guru's chime in Some pretty harsh languagefrom $GLUU so $AAPL is 0. 54% custy of $GLUU. $AAPL is going 64 bit by 15 -Feb $GLUU says they aren't going 64 bit The bigger highlighis that $BIDU $BABA Samsung and $AAPL could follow Xiaomi'slead and make a strategimove with $YOD as well Looks like $HIVE had to retract their PR yesterda&amp added that they DONATEDin support of $AAPL what scumbagshttp: //t Another Sell side analyst making commentson the $HIVE $AAPL news. Says $HIVE isnt worthy of the 50 M mkt cap add sees 8 M tops hence the fade $CTRL showing up on severalsell side reports as a comp. to own into CES &amp for 2015 Home automatia space $AAPL most likely headed into TMobile CEO predictifor 2015 thinks wearables / $AAPL i. Watch will be huge http: //t $IDTI speakingat Barclaysnext week Consumer. Electron. Show (JAN) Mobile World Congress$AAPL i. Watch chargingtheme fuego for 15 Craig Hallum and OTR Global both very high on $IDTI citing a big potentiawin at LG and $AAPL (i Watch potentia Katy Huberty (Morgan Stanley)also has a bull case on $AAPL and raises to 150 with prior tgt of $135. 00 using a 10 EPS tgt. for CY 2015 Katy Huberty (Morgan Stanley)taking Apple $AAPL target up to 126 from 115 Sell side said $AAPL teardownwont be out till 2015 but belief is that $IDTI won the wirelesschargingsocket. Let the chart guru's chime in Some pretty harsh languagefrom $GLUU so $AAPL is 0. 54% custy of $GLUU. $AAPL is going 64 bit by 15 -Feb $GLUU says they aren't going 64 bit The bigger highlighis that $BIDU $BABA Samsung and $AAPL could follow Xiaomi'slead and make a strategimove with $YOD as well Looks like $HIVE had to retract their PR yesterda&amp added that they DONATEDin support of $AAPL what scumbagshttp: //t Another Sell side analyst making commentson the $HIVE $AAPL news. Says $HIVE isnt worthy of the 50 M mkt cap add sees 8 M tops hence the fade $CTRL showing up on severalsell side reports as a comp. to own into CES &amp for 2015 Home automatia space $AAPL most likely headed into TMobile CEO predictifor 2015 thinks wearables / $AAPL i. Watch will be huge http: //t

A 2564 175 6 7 8 9 180 1 2 3 4 5 6 7 8 9 190 1 2 3 4 5 6 7 8 9 200 1 2 3 4 5 6 7 8 9 210 1 2 3 4 5 6 7 8 9 220 1 2 3 4 5 6 7 8 9 230 1 2 3 4 5 6 7 8 9 240 1 2 3 4 5 6 7 8 9 250 1 2 3 4 5 256 (256 AAPL tweets) $IDTI speakingat Barclaysnext week Consumer. Electron. Show (JAN) Mobile World Congress$AAPL i. Watch chargingtheme fuego for 15 Craig Hallum and OTR Global both very high on $IDTI citing a big potentiawin at LG and $AAPL (iwatch potentia Katy Huberty (Morgan Stanley)also has a bull case on $AAPL and raises to 150 with prior tgt of 135 using a 10 EPS tgt. for CY 2015 Katy Huberty (Morgan Stanley)taking Apple $AAPL target up to 126 from 115 Sell side said $AAPL teardownwont be out till 2015 but belief is that $IDTI won the wirelesschargingsocket. Let the chart guru's chime in Some pretty harsh languagefrom $GLUU so $AAPL is 0. 54% custy of $GLUU. $AAPL is going 64 bit by 15 -Feb $GLUU says they aren't going 64 bit The bigger highlighis that $BIDU $BABA Samsung and $AAPL could follow Xiaomi'slead and make a strategimove with $YOD as well Looks like $HIVE had to retract their PR yesterda&amp added that they DONATEDin support of $AAPL what scumbagshttp: //t Another Sell side analyst making commentson the $HIVE $AAPL news. Says $HIVE isnt worthy of the 50 M mkt cap add sees 8 M tops hence the fade $CTRL showing up on severalsell side reports as a comp. to own into CES &amp for 2015 Home automatia space $AAPL most likely headed into 2015 T- Mobile CEO predictifor 2015 thinks wearables / $AAPL i. Watch will be huge http: //t $IDTI speakingat Barclaysnext week Consumer. Electron. Show (JAN) Mobile World Congress$AAPL i. Watch chargingtheme fuego for 15 Craig Hallum and OTR Global both very high on $IDTI citing a big potentiawin at LG and $AAPL (iwatch potentia Katy Huberty (Morgan Stanley)also has a bull case on $AAPL and raises to 150 with prior tgt of 135 using a 10 EPS tgt. for CY 2015 Katy Huberty (Morgan Stanley)taking Apple $AAPL target up to 126 from 115 Sell side said $AAPL teardownwont be out till 2015 but belief is that $IDTI won the wirelesschargingsocket. Let the chart guru's chime in Some pretty harsh languagefrom $GLUU so $AAPL is 0. 54% custy of $GLUU. $AAPL is going 64 bit by 15 -Feb $GLUU says they aren't going 64 bit The bigger highlighis that $BIDU $BABA Samsung and $AAPL could follow Xiaomi'slead and make a strategimove with $YOD as well Looks like $HIVE had to retract their PR yesterda&amp added that they DONATEDin support of $AAPL what scumbagshttp: //t Another Sell side analyst making commentson the $HIVE $AAPL news. Says $HIVE isnt worthy of the 50 M mkt cap add sees 8 M tops hence the fade $CTRL showing up on severalsell side reports as a comp. to own into CES &amp for 2015 Home automatia space $AAPL most likely headed into T- Mobile CEO predictifor 2015 thinks wearables / $AAPL i. Watch will be huge http: //t $IDTI speakingat Barclaysnext week Consumer. Electron. Show (JAN) Mobile World Congress$AAPL i. Watch chargingtheme fuego for 15 Craig Hallum and OTR Global both very high on $IDTI citing a big potentiawin at LG and $AAPL (iwatch potentia Katy Huberty (Morgan Stanley)also has a bull case on $AAPL and raises to 150 with prior tgt of 135 using a 10 EPS tgt. for CY 2015 Katy Huberty (Morgan Stanley)taking Apple $AAPL target up to 126 from 115 Time : 2014 -11 -Retweets: 6 Favourit: 0 User : Marc Lehman Follower: 20502} Sell side said $AAPL teardownwont be out till 2015 but belief is that $IDTI won the wirelesschargingsocket. Let the chart guru's chime in Some pretty harsh languagefrom $GLUU so $AAPL is 0. 54% custy of $GLUU. $AAPL is going 64 bit by 15 -Feb $GLUU says they aren't going 64 bit The bigger highlighis that $BIDU $BABA Samsung and $AAPL could follow Xiaomi'slead and make a strategimove with $YOD as well Looks like $HIVE had to retract their PR yesterda&amp added that they DONATEDin support of $AAPL what scumbagshttp: //t Another Sell side analyst making commentson the $HIVE $AAPL news. Says $HIVE isnt worthy of the 50 M mkt cap add sees 8 M tops hence the fade $CTRL showing up on severalsell side reports as a comp. to own into CES &amp for 2015 Home automatia space $AAPL most likely headed into T- Mobile CEO predictifor 2015 thinks wearables / $AAPL i. Watch will be huge http: //t $IDTI speakingat Barclaysnext week Consumer. Electron. Show (JAN) Mobile World Congress$AAPL i. Watch chargingtheme fuego for 15 Craig Hallum and OTR Global both very high on $IDTI citing a big potentiawin at LG and $AAPL (iwatch potentia Katy Huberty (Morgan Stanley)also has a bull case on $AAPL and raises to 150 with prior tgt of 135 using a 10 EPS tgt. for CY 2015 Katy Huberty (Morgan Stanley)taking Apple $AAPL target up to 126 from 115 Sell side said $AAPL teardownwont be out till 2015 but belief is that $IDTI won the wirelesschargingsocket. Let the chart guru's chime in Some pretty harsh languagefrom $GLUU so $AAPL is 0. 54% custy of $GLUU. $AAPL is going 64 bit by 15 -Feb $GLUU says they aren't going 64 bit The bigger highlighis that $BIDU $BABA Samsung and $AAPL could follow Xiaomi'slead and make a strategimove with $YOD as well Looks like $HIVE had to retract their PR yesterda&amp added that they DONATEDin support of $AAPL what scumbagshttp: //t Another Sell side analyst making commentson the $HIVE $AAPL news. Says $HIVE isnt worthy of the 50 M mkt cap add sees 8 M tops hence the fade $CTRL showing up on severalsell side reports as a comp. to own into CES &amp for 2015 Home automatia space $AAPL most likely headed into 2015 T- Mobile CEO predictifor 2015 thinks wearables / $AAPL i. Watch will be huge http: //t $IDTI speakingat Barclaysnext week Consumer. Electron. Show (JAN) Mobile World Congress$AAPL i. Watch chargingtheme fuego for 15 Craig Hallum and OTR Global both very high on $IDTI citing a big potentiawin at LG and $AAPL (iwatch potentia Katy Huberty (Morgan Stanley)also has a bull case on $AAPL and raises to 150 with prior tgt of 135 using a 10 EPS tgt. for CY 2015 Katy Huberty (Morgan Stanley)taking Apple $AAPL target up to 126 from 115 Sell side said $AAPL teardownwont be out till 2015 but belief is that $IDTI won the wirelesschargingsocket. Let the chart guru's chime in

A 2564 p. Trees (256 AAPL Tweet Docs, 296 Terms, 29 Positions) Tp. Trees P# T# 2 3 1 0 0 2 0 0 3 0 0 4 0 0 5 0 0 6 0 0 7 0 0 8 0 0 9 0 0 10 0 0 11 0 0 12 0 0 13 0 0 14 0 0 15 0 0 16 0 0 17 0 0 18 0 0 19 0 0 20 0 0 21 0 0 22 0 0 23 0 0 24 0 0 25 0 0 26 0 1 27 0 0 28 0 0 29 0 0 30 0 0 31 0 0 32 0 0 33 0 0 34 0 0 35 0 0 36 0 0 37 0 0 38 0 0 39 0 0 40 0 0 41 0 0 42 0 0 43 0 0 44 0 0 45 0 0 46 0 0 47 0 0 48 0 0 49 0 0 50 0 0 51 0 0 52 0 0 53 0 0 54 0 0 55 0 0 56 0 0 57 0 0 58 0 0 59 0 0 60 0 0 61 0 0 62 0 0 63 0 0 64 0 0 65 0 0 66 0 0 67 0 0 68 0 0 69 0 0 70 0 0 71 0 0 72 0 0 73 0 0 74 0 0 75 0 0 76 0 0 77 0 0 78 0 0 79 0 0 80 0 0 81 0 0 82 0 0 83 0 0 84 0 0 85 0 0 86 0 0 87 0 0 88 0 0 89 0 0 90 0 0 91 0 0 92 0 0 93 0 0 94 0 0 95 0 0 96 0 0 97 0 0 98 0 0 99 0 0 (Doc 1) 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 222 253 254 255 256 257 258 259 260 261 262 263 264 265 266 227 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Pp. Trees (Doc 1) T# 2 1 1 5 1 2 6 1 8 5 6 1 9 P# 1 1 0 0 2 0 1 0 0 0 3 0 0 1 0 0 4 0 0 0 5 0 0 0 1 0 6 0 0 0 7 0 0 1 8 0 0 0 9 0 0 0 10 0 0 1 0 0 0 2 0 0 0 3 0 0 0 4 0 0 0 5 0 0 0 6 0 0 0 7 0 0 0 8 0 0 0 9 0 0 0 20 0 0 1 0 0 0 2 0 0 0 3 0 0 0 4 0 0 0 5 0 0 0 6 0 0 0 7 0 0 0 8 0 0 0 29 0 0 0 Tp. Trees 3 Level Sri=10 (Doc 1) 2 3 5 7 9 10 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 1 0 0 0 . . . Dp. Tree $ZAGG, P=1 $VZ, P=20 D#1 0 2 0 Dp. Treea 3 0 3 Lev, 4 0 Str=16 5 0 6 0 $ $ 7 0 Z V 8 0 Z A 9 0 G 10 0 G 1 0 1 1 2 0 P 1 P 20 3 0 4 0 5 0 1 1 5 0 6 0 0 0 6 0 7 0 8 0 9 0 0 1 20 0 1 9 1 0 0 0 2 0 0 0 3 0 0 0 4 1 4 0 0 0 5 0 0 0 6 0 0 0 7 0 0 0 8 0 0 0 9 0 0 0 30 0 1 0 0 0 2 0 0 0 3 0 0 0 4 0 0 0 5 0 6 0 7 0 8 0 0 0 9 0 0 0 40 0 1 0 0 0 2 0 0 0 3 0 0 0 4 0 0 0 5 0 1 0 6 0 0 0 7 0 0 0 8 0 0 1 9 0 0 0 50 0 1 0 0 0 2 0 0 0 3 0 0 0 4 0 5 0 6 0 7 0 8 0 9 0 60 0 1 0 2 0 3 0 4 0 5 0 6 0 7 0 8 0 9 0 70 0. . . … 296 0 3 1 0 0 0 0 0 0 0 1 1 4 0 0 0 0 0 1 0 0 0 0 0 3 Level, Stride=4 T# Level=2 2 1 1 5 1 2 6 1 3 8 5 6 1 9 1 1 1 4 1 1 1 0 0 0 1 0 T# Level=1 2 1 1 1 5 1 2 6 1 3 1 8 5 6 1 9 1 4 1 1 1 0 0 0 0 1 1 0 0 0 0 T# Level=0 21 1 1 51 2 6 1 3 1 85 6 1 9 1 4 10 0 1 0 01 0 0 1 00 1 0 0 0 181 indicating 91 RT 182 Huberty 92 rexxam 183 http: //t. co/SXz. X 93 retract 184 http: //t. co/Ny 6 D 94 retail 95 resgined 185 http: //t. co/j. ZVU 186 http: //t. co/fu. Ch 96 reports 97 reporting 187 Holly 98 reiterated 188 highlighted 189 highlight 99 reit 9 $JCP 190 high 100 REIT 10 $IDTI 101 Redog. great 191 harsh 11 $HLF 192 Hallum 102 Redog 12 $HIVE 193 guys 103 raising 13 $GLUU 194 great 104 raises 14 $FORD 195 good 105 Put 15 $CTRL 106 products 196 going 16 $BIDU 107 proceed 197 Global 17 $BABA 198 Glad 108 price 18 $AMZN 199 Gilford. 109 pretty 19 $AAPL 110 presenting 200 get 20 you 111 prepping 201 Gene 21 yesterday 112 predictions 202 gap 22 year. 203 gain 113 PR 23 Xiaomi's 114 potential). 204 future 24 wrong! 115 potential 205 follow 25 World 206 follow 116 poor 26 win 207 focusing 117 Pipers 27 week 208 flow 118 phones 28 Wedge 209 find 119 Phison 29 Wedbush 120 Perhing 210 Expect 30 wearable 211 event 121 people 31 Watch 212 essentially 122 pay 32 very 123 Partners 213 engineer 33 Verizion 214 Employees 124 own 34 usual 215 Electronics 125 out 35 upgrade 216 early 126 ouch!! 36 up 217 down 127 OTR 37 unit 128 opening 218 double 38 TV 219 documents 129 NYU 39 trial 220 dividend 130 now 40 trading 221 defense 131 note 41 traction 222 defending 132 not 42 Topeka 223 defended 133 no 43 top 224 deal 134 nite 44 tonite 225 days 45 tomorrow 135 nice 226 day 136 next 46 told 227 CY 137 news. 47 today 228 custy 138 new 48 times 229 Craig 139 New 49 Time 230 controller 140 Need 50 thinks 141 Munster 231 Consumer 51 they 142 Multiple 232 confirming 52 there 233 confident 143 movie 53 their 144 Morgans 234 conference 54 tgt 145 Monday 235 comp. 55 teardown 236 comments 56 target. . why 146 Mobile 237 come 147 Mkts 57 target 148 Minster 238 CNBC 58 taking 239 cloud 149 mid 59 sure 150 Markets 240 citing 271 Apple 60 suing 241 check 272 Another 61 stream$AAPL 151 making 242 cheap 273 analyst 152 LQMT 62 store 243 chart 274 Amazon 153 Lotta 63 stock 244 CEO 275 alarm 154 Looks 64 Stellar 155 looking 245 ceo 65 Stanley) 276 ago 246 case 156 long? 66 Sr. 277 again 247 Capital 278 admits 157 link 67 Square 248 Cap 158 line 68 spoke 279 added 249 calls 280 Activatrions 159 likely 69 speaking 250 call 281 activations 160 like 70 Sources 251 buy 282 activated 161 LG 71 soon 252 Buy 283 Ackman 162 level 72 site 253 bulls 163 less 73 side 284 Ackman 254 bull 164 later 74 showing 285 AAPL’s 165 language 255 bubbles!! 286 910 75 Show 256 Bill 166 Korea 76 shots 287 65 257 bigger 288 64 bit 167 key 77 shop 258 big 168 Katy 78 several 289 4. 3 M 259 believe 290 2015 169 JPM 79 service. 260 belief 170 JP 80 Sell 291 126 171 journalism 261 Barclays 292 115 81 sell 172 jefferies 262 Bad 82 scurrying 293 1111 173 Jefferies 263 back 83 Schack 294 1001 264 AT&T 295 1000 174 JCP 84 Says 265 astute 175 i. Watch 85 says 296 0. 54% 266 associates 176 isnt 86 saying 267 asking 177 is 87 Samsung 268 around 178 iphone 88 sales 269 Are 179 i. Phone 89 said Concatenate all levels? AND, 12 $ZAGG $VZ analyze, count (if multiple 1 -bits 3 $VHC 4 $T in a stride, duplicate the next 5 $SIMO level down (and indicate where 6 $RIMM 7 $OVTI dups are by a mask? ). 8 $NFLX T# Level=all 2 1 1 5 1 2 6 1 3 8 5 6 1 9 1 1 0 0 0 1 0 1 0 0 1 0 0 1 0 0 0 0 1 0 1 0 0 0 1 1 4 1 0 0 0 1 0 0 Actual sizes? : Instead of T=296, P=29, D=256 Tp. Ttrees: 1 Level: (uncompressed) T=100 K=217 bits of 248 p. Trees. 3 Levels: Stride=26=64, 256=28 bits of 248 p. Trees = 256 bits (So 3 Level reduces each p. Tree by factor of 512. Processing step seldom involves > ~hundreds of the 248 p. Trees) Pp. Ttrees: 1 Level (Depends on Docs) P=256=28 bits 257 p. Trees (=265 bits) Processing step seldom involves > ~hundreds of the 257 p. Trees) Dp. Ttrees: 1 Level (uncompressed) D=1 T=240 bits 225 p. Trees(=265 bits) 5 Levels: Stride=28=256 28 bits of 225 p. Trees So 5 Level Dp. Trees reduce each p. Tree by factor of ~232=4 B. Concatenate 5 levels into one 1280 bit vector per (T, P) Dp. Tree ? Note, there is never more than 1 1 -bits in each (T, P)Dp. Tree. For most (T, P)’s there are no 1 -bits. i. e. , the (T, P)p. Tree is pure 0). So there’s never a need to duplicate or extend to >1280 bits. Dp. Tree. Set is stored in optimal processing form and losslessly as 225=~32, 000 Levels=5 Strides=64 Concatenated Dp. Trees. That’s ~235 bits = 232 bytes = 4 B bytes

Stock Market Prediction Compose a historical TB 2 H (Too. Big. To. Be. Horizontal) Training. Set, TB 2 H(Time, Stock, Wall. Street. Measurement 1, . . , WSMw, Main. Street. Measurement 1, …, MSMm, Class) which contains a column for every pertinent Wall Street and Main Street input (e. g. , Russia invades Kiev!) on each stock on each historical Time period from the “current” time period (e. g. , Time Unit might be days, hours, microseconds, …). So WSMk. Current. Time. Unit, WSMk. One. Time. Unit. Ago, … The distance function would typically be weighted lower the more aged the input (e. g. , by 1/(1+exp(Days. Ago)) and weighted zero for future inputs. And distance( ($AAPL, Today), ($GOOG, 100 Days. Ago) ) would be the weighted distance backwards from Today for $AAPL matched with weighted distance backwards from 100 Days. Ago for $GOOG. Note: For $AAPL, e. g. , there is a record for each succeeding day is widened by w+m new columns The Class Column might be: Stock. Price increased/decreased (by a threshold % during that Time period? ). Strategy 1: Build a Hulls around the “increased” and “decreased’ classes. Classify each stock each new Time period. Buy increasers on margins. Sell decreasers short. The SA during each preceding Time period would be pertinent Wall Street measurement column. Strategy 2: Use a Nearest. Neighbor. Set. Vote strategy. Invest according to the decisiveness of the vote. $AAPL record after n days: WSM Day. Of. Record. Creation Dayn, $AAPL, CLASS, WSM 1, 1 … WSMw, 1 , MSM 1, 1 … MSMm, 1 , . . . , WSM 1, n … WSMw, n , MSM 1, n … MSMm, n $AAPL record after n+1 days: Dayn+1, $AAPL, CLASS, WSM 1, 1 … WSMw, 1 , MSM 1, 1 … MSMm, 1 , . . . , WSM 1, n … WSMw, n , MSM 1, n … MSMm, n , WSM 1, n+1 … WSMw, n+1 , MSM 1, n+1 … MSMm, n+1 For the distance between these two records, Shift as follows and then SQRT(sum of component differences squared): Dayn, $AAPL, CLASS, WSM 1, 1 … WSMw, 1 , MSM 1, 1 … MSMm, 1 , . . . , WSM 1, n … WSMw, n , MSM 1, n … MSMm, n Dayn+1, $AAPL, CLASS, WSM 1, 1 … WSMw, 1 , MSM 1, 1 … MSMm, 1 , WSM 1, 2 … WSMw, 2 , MSM 1, 2 … MSMm, 2 , . . . , WSM 1, n+1 … WSMw, n+1 , MSM 1, n+1 … MSMm, n+1 To all 879 and 790 Seminar students: There are many of you who will be giving a paper (someone elses paper in the seminar and your own paper in the advanced data mining. ) Thus we need some mechanism to fit all the papers in the time remaining (and I understand that it will be a few weeks at least before anyone is ready). I propose that you all prepare your presentation as a stand alone presentation with embedded audio (as per my 765 and 789 lecture notes). That way we can all have the benefit of your presentation regardless of the time constraints. Also, another topic category is to take one of the topic areas of the notes I have been sending (and that are online since 2011 on my web site) prepare a comprehensive set of audio enhanced notes covering what you find in all those notes plus anything you discover while doing that.