Contents Chapter 1 Chapter 2 Chapter 3 Chapter

  • Slides: 26
Download presentation

Contents Chapter 1 資料介紹 Chapter 2 資料分析 Chapter 3 模型選擇 Chapter 4 結論

Contents Chapter 1 資料介紹 Chapter 2 資料分析 Chapter 3 模型選擇 Chapter 4 結論

1 2 3 4 資料說明 帕金森氏症患者有發聲障礙的問題 LSVT (The Lee Silverman Voice Treatment) 這些患 者的發音

1 2 3 4 資料說明 帕金森氏症患者有發聲障礙的問題 LSVT (The Lee Silverman Voice Treatment) 這些患 者的發音 (speech) 問題 speech ? voice 4

1 2 3 4 收集方法 Your text here Pitch 收集 步驟 每位受測者 low 發

1 2 3 4 收集方法 Your text here Pitch 收集 步驟 每位受測者 low 發 /a/ 27次 Amplitude soft 1 14位帕金 森氏症患 者做為受 測者 14人*9筆 high = 126筆 comfortable 2 acceptable loud 3 4 每組各選 一筆足夠 好的樣本 /a/ 6

1 2 3 4 變數說明 Features Response Subject demographics 310個發音困 難測度 針對voice而非 speech 由專家判定發聲方式

1 2 3 4 變數說明 Features Response Subject demographics 310個發音困 難測度 針對voice而非 speech 由專家判定發聲方式 ─ 受測者ID ─ acceptable ─ 年齡 可接受，繼續保持 ─ 性別 Your text here ─ unacceptable 不可接受，治療改善 7

2 EDA 1 3 4 9

2 EDA 1 3 4 9

2 EDA 1 3 4 10

2 EDA 1 3 4 10

2 EDA 1 3 4 11

2 EDA 1 3 4 11

2 EDA 1 3 4 12

2 EDA 1 3 4 12

2 EDA 1 3 4 13

2 EDA 1 3 4 13

2 EDA 1 3 4 14

2 EDA 1 3 4 14

3 1 2 4 維度縮減 1 原始資料 2 MDS 3 ISOMAP 4 MDS +

3 1 2 4 維度縮減 1 原始資料 2 MDS 3 ISOMAP 4 MDS + ISOMAP 1. ISOMAP算出幾何距離 2. MDS做維度縮減 18

3 1 2 4 模型選擇 Data set 2/3 1/3 2/3 Train Test 1/3 2/3

3 1 2 4 模型選擇 Data set 2/3 1/3 2/3 Train Test 1/3 2/3 1/3 U 4/9 A 2/9 U 2/9 A 1/9 20

Thank you

Thank you

Contents 2 Contents 3 Contents 4 Contents 5Contents 2 Contents 3 Contents 4 Contents 5
TITLE CONTENTS 1 CONTENTS 2 CONTENTS 3 CONTENTSTITLE CONTENTS 1 CONTENTS 2 CONTENTS 3 CONTENTS
CONTENTS 1 CONTENTS 2 CONTENTS 3 CONTENTS 4CONTENTS 1 CONTENTS 2 CONTENTS 3 CONTENTS 4
contents 1 contents 2 contents 3 contents 4contents 1 contents 2 contents 3 contents 4
CMS Contents Managements System 0 CONTENTS CMS ContentsCMS Contents Managements System 0 CONTENTS CMS Contents
CELL CONTENTS Cell Contents Cell contents with whichCELL CONTENTS Cell Contents Cell contents with which
Sixth Framework Programme INTRODUCTION pwc Contents Contents ofSixth Framework Programme INTRODUCTION pwc Contents Contents of
Endocrine System Table of Contents TABLE OF CONTENTSEndocrine System Table of Contents TABLE OF CONTENTS
Table of Contents Slide Intro Table of ContentsTable of Contents Slide Intro Table of Contents
Nutrition Table of Contents TABLE OF CONTENTS NutritionNutrition Table of Contents TABLE OF CONTENTS Nutrition
Contents 4 Negotiation International Negotiation Professional Contents IContents 4 Negotiation International Negotiation Professional Contents I
KEPLER TABLE OF CONTENTS Table of Contents MissionKEPLER TABLE OF CONTENTS Table of Contents Mission
3 DRM SCP Secure Contents Provider Contents Management3 DRM SCP Secure Contents Provider Contents Management
Contents 4 Negotiation International Negotiation Professional Contents IContents 4 Negotiation International Negotiation Professional Contents I
CARDIOLOGY Agenda Style 01 Contents 02 Contents 03CARDIOLOGY Agenda Style 01 Contents 02 Contents 03
Anatomic References Table of Contents TABLE OF CONTENTSAnatomic References Table of Contents TABLE OF CONTENTS
Contents TABLE OF CONTENTS 1 Background 1 1Contents TABLE OF CONTENTS 1 Background 1 1
CONTENTS HTML CSS Markup CONTENTS DOCTYPE DTD DOCTYPECONTENTS HTML CSS Markup CONTENTS DOCTYPE DTD DOCTYPE
POWER POINT PRESENTATION CONTENTS YOUR PRESENTATION CONTENTS OFPOWER POINT PRESENTATION CONTENTS YOUR PRESENTATION CONTENTS OF
Personal Characteristics Table of Contents TABLE OF CONTENTSPersonal Characteristics Table of Contents TABLE OF CONTENTS
IR Digital scholarly contents Scholarly contents Institutionally definedIR Digital scholarly contents Scholarly contents Institutionally defined
Survey Contents Creating an Effective Questionnaire Survey ContentsSurvey Contents Creating an Effective Questionnaire Survey Contents
Anatomic References Table of Contents TABLE OF CONTENTSAnatomic References Table of Contents TABLE OF CONTENTS
My contents page I have created my contentsMy contents page I have created my contents