I. INTRODUCTION

II. OVERVIEW OF FEDERATED RECOMMENDATION SYSTEMS

III. PRIVACY OF FEDERATED RECOMMENDATION SYSTEMS

IV. SECURITY OF FEDERATED RECOMMENDATION SYSTEMS

V. HETEROGENEITY OF FEDERATED RECOMMENDATION SYSTEMS

VI. COMMUNICATION COSTS OF FEDERATED RECOMMENDATION SYSTEMS

VII. APPLICATIONS AND PUBLIC BENCHMARK DATASETS

VIII. FUTURE DIRECTIONS

IX. CONCLUSION