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Point of Interest Recommendation in LBSN:Travelling to a New Geographical Region

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Point of Interest Recommendation in LBSN:Travelling to a New Geographical Region
論文目錄
 
Acknowledgements第1-6頁
Abstract第6-7頁
摘要第7-12頁
CHAPTER 1: INTRODUCTION第12-21頁
  1.1 BACKGROUND INFORMATION第13-18頁
    1.1.1 Local based Social Networks (LBSNs)第13-17頁
    1.1.2 POI Recommendation in LBSNs第17-18頁
  1.2 THESIS MOTIVATION第18-20頁
  1.3 THESIS OBJECTIVES第20頁
  1.4 THESIS ORGANIZATION第20-21頁
CHAPTER 2: LITERATURE REVIEW第21-41頁
  2.1 GENERAL RECOMMENDER SYSTEMS第21-22頁
  2.2 RECOMMENDATION TECHNIQUES AND METHODS IN LBSN第22-33頁
    2.2.1 Collaborative Filtering Techniques第22-28頁
    2.2.2 Content Based Techniques第28-29頁
    2.2.3 Link Analysis-Based第29頁
    2.2.4 Hybrid Techniques第29-30頁
    2.2.5 Personalized POI Recommendation第30-33頁
  2.3 EVALUATION METRICS第33-34頁
  2.4 TOPIC MODELS第34-39頁
    2.4.1 Latent Dirichlet Allocation第34-39頁
  2.5 SUMMARY第39-41頁
CHAPTER 3: OVERVIEW OF DATASET第41-60頁
  3.1 YELP DATASET第41-47頁
    3.1.1 Data Structures第42-47頁
  3.2 DATA ANALYSIS第47-60頁
    3.2.1 Social Influence第49-51頁
    3.2.2 Topic discovery第51-55頁
    3.2.3 POI neighbors Correlation第55-60頁
CHAPTER 4: NEW GEOGRAPHICAL REGION POI RECOMMENDATION (NRLRS)第60-79頁
  4.1 PROBLEM DEFINITION第60-61頁
  4.2 MODEL OVERVIEW第61-63頁
  4.3 PROPOSED MODEL第63-74頁
    4.3.1 Basic Model: Latent factor Model第63-64頁
    4.3.2 Integrating Rating with Review: Latent Dirichlet Allocation第64-65頁
    4.3.3 Integrating Social Influence第65-71頁
    4.3.4 Integrating POI Characteristics第71-74頁
  4.4 MODEL TRAINING第74-79頁
CHAPTER 5: EVALUATION OF PROPOSED SOLUTION第79-89頁
  5.1 DATASET第79-80頁
  5.2 EVALUATION METRICS第80頁
  5.3 BASELINES第80-82頁
  5.4 EXPERIMENTAL EVALUATION第82-89頁
CONCLUSION AND FUTURE WORKS第89-91頁
REFERENCES第91-99頁

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