SPSS와 AMOS를 이용한 고급통계학

제1부 SPSS를 이용한 통계분석
제1장 로지스틱 회귀분석 ············································17
제1절 로지스틱 회귀분석(Logistic Regression) ··················································17
1. 로지스틱 회귀분석을 사용하기 위한 자료의 요건 ·································17
2. 로지스틱 회귀분석의 기본원리 ································································18
3. 로지스틱 회귀식의 추정 및 검증 ····························································25
4. SPSS를 이용한 통계처리 ···········································································43
제2절 다항명목 로지스틱 회귀분석 ··································································56
1. 다항명목 로지스틱 회귀분석을 사용하기 위한 자료의 요건 ·················56
2. 다항명목 로지스틱 회귀분석의 기본원리 ················································56
3. SPSS를 이용한 통계처리 ···········································································57

제2장 생존분석 ····················································71
제1절 생존분석의 개요 ······················································································71
1. 생존분석의 의의 및 자료의 요건 ····························································71
2. 생존분석과 관련된 기본개념 ····································································75
제2절 생명표법(Life Table Method) ···································································83
1. 생명표법의 의의 ························································································83
2. 생명표법을 사용하기 위한 자료의 요건 ·················································84
3. 집단 간 생존함수 비교 ·············································································84
4. SPSS를 이용한 생명표법 분석 ··································································99
제3절 카플란－마이어방법(Kaplan-Meier Method) ··········································127
1. 카플란－마이어방법의 의의 ····································································127
2. 카플란－마이어방법을 사용하기 위한 자료의 요건 ·····························131
3. 카플란－마이어방법에서의 집단 간 비교 ··············································132
4. SPSS를 이용한 카플란－마이어방법 분석 ··············································132
제4절 콕스비례위험모델(Cox Proportional Hazard Model) ····························151
1. 콕스비례위험모델의 의의 ·······································································151
2. 콕스비례위험모델을 사용하기 위한 자료의 요건 ·································152
3. 콕스비례위험모델에서의 위험함수와 생존함수 ·····································153
4. SPSS를 이용한 콕스비례위험모델 분석 ·················································159
제5절 시간의존 콕스회귀분석(Time-Dependent Cox Regression Analysis) ···181

1. 시간의존 콕스회귀분석의 의의 ······························································181
2. 시간의존 콕스회귀분석을 사용하기 위한 자료의 요건 ························182
3. 시간의존 콕스회귀분석에서의 위험함수 ················································183
4. SPSS를 이용한 시간의존 콕스회귀분석 ·················································185

제3장 이산시간위험모델(discrete-time hazard model) ·············207

1. 이산시간위험모델의 의의 및 자료의 조건 ············································207
2. 이산시간위험모델의 장단점 ····································································210
3. 이산시간위험모델분석을 위한 패널자료 활용방법 ·······························211
4. SPSS를 이용한 통계처리 ·········································································217

제2부 Amos를 이용한 통계분석
제4장 Amos의 이해 ·············································253
제1절 Amos의 특징 ··························································································253
제2절 Amos 도구상자 내 메뉴와 아이콘의 기능 ···········································254
1. 도구상자 내 메뉴의 기능 ·······································································254
2. 도구상자 내 아이콘의 기능 ····································································267
제3절 Amos의 실행 ··························································································269
1. Amos를 이용한 모델 만들기 기본규칙 ··················································269
2. 모델을 만들기 위해 도구상자의 메뉴와 아이콘을 이용하는 방법 ······270
3. Amos를 이용한 모델 만들기 ··································································281
4. 모델분석을 위한 명령어 ·········································································292
5. 결과보기 명령어 ······················································································294

제5장 경로분석 ··················································295
제1절 경로분석의 개요 ·····················································································295
1. 경로분석의 개념 및 경로모델 ································································295
2. 경로분석의 기본가정 ···············································································297
3. 경로모델에서의 효과분석 및 상관계수 분해 ········································297
4. 매개효과(간접효과)의 의미와 매개효과(간접효과)의 분석 ···················301
제2절 경로분석과 관련된 기본개념 ·································································303
1. 정보의 수, 미지수, 자유도 ·····································································303
2. 외생변수와 내생변수 ···············································································304
3. 공분산과 상관관계 ··················································································305
4. 모델 ··········································································································307
5. 모델식별 ···································································································307
6. 재귀모델(recursive model)과 비재귀모델(non-recursive model) ···········309
제3절 자료의 점검 ····························································································310
1. 결측자료 점검 ·························································································310
2. 이상치(outlier) 점검 ················································································313
3. 정규분포 검증 ·························································································321
4. 등분산성 점검 ·························································································341
5. 선형성 점검 ·····························································································341
제4절 모델적합도 평가 ·····················································································342
1. 모델적합도의 의의 ··················································································342
2. 모델적합도 지수 ······················································································343
제5절 모델적합도를 높이는 방법 ····································································352
1. 단일모델적합도 평가방법 ·······································································352
2. 경쟁모델적합도 평가방법 ·······································································355
제6절 Amos를 이용한 통계처리 ······································································357
1. 경로분석을 위한 연구모델 ·····································································357
2. 경로분석을 위한 원자료 ·········································································358
3. 각 변수들의 정규분포 검토 ····································································364
4. 변수들 간의 상관관계 분석 및 연구모델 선정 ·····································364
5. 경로분석 실행을 위한 명령어 ································································366
6. 경로분석 결과보기 명령어 ·····································································372
7. 경로분석 결과 해석하기 ·········································································372
8. 간접효과의 유의성 검증 ·········································································394

제6장 구조방정식모델분석 ·········································397
제1절 구조방정식모델분석의 개요 ··································································397
1. 구조방정식모델분석의 의의 ····································································397
2. 구조방정식모델 ························································································398
3. 구조방정식모델 적용을 위한 가정 ·························································400
4. 구조방정식모델 작성 시 고려사항 ·························································401
제2절 구조방정식모델분석과 관련된 기본개념 ··············································403
1. 잠재변수와 측정변수 ···············································································403
2. 오차 ··········································································································404
3. 미지수 ······································································································405
4. 반영지표와 조형지표 ···············································································405
제3절 자료의 점검 ····························································································407
제4절 모델적합도 평가 ·····················································································407
제5절 모델적합도를 높이는 방법 ····································································408
1. 단일모델적합도 평가방법 ·······································································408
2. 경쟁모델적합도 평가방법 ·······································································410
제6절 Amos를 이용한 통계처리 ······································································412
1. 구조방정식 연구모델 설정 ·····································································412
2. 구조방정식모델분석을 위한 원자료 ·······················································413
3. 각 변수들의 정규분포 검토 ····································································422
4. 구조방정식 연구모델분석을 위한 명령어 ··············································423
5. 구조방정식모델분석 결과보기 명령어 ···················································429
6. 구조방정식모델분석 결과 해석하기 ·······················································429
제7절 수정모델을 통해 모델적합도를 높이기 위한 통계처리 ·······················447
1. 분석자료 및 구조방정식모델 ··································································447
2. 모델적합도를 높이기 위한 절차 ····························································448
3. 연구모델 분석 ·························································································448
4. 수정모델1 분석 ························································································454
5. 수정모델2 분석 ························································································459

부록
1. Z분포표 (표준정규분포) ········································································465
2. x^분포표 ··································································································466
3. SPSS 영문판(한글판)을 한글판(영문판)으로 변경하고자 할 때 ···········467

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