Online-offline Consistency Exploration Based on the Alternating Direction Method of Multipliers

被引：0
|
作者：
Lv, Tianqi [1 ]
Song, Jiaming [1 ]
Wang, Xiaojuan [1 ]
Liu, Nianhao [1 ]
Chen, Mo [1 ]
机构：
[1] Beijing Univ Posts & Telecommun, Beijing 100876, Peoples R China
来源：
2016 11TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE & EDUCATION (ICCSE) | 2016年
关键词：
Alternating Direction Method of Multipliers; online and offline behavior; Consistency; CREDIBILITY;
D O I：
暂无
中图分类号：
TP301 [理论、方法];
学科分类号：
081202 ;
摘要：
Nowadays, online social network has become one of the main tools which people communicate with each other every day. The online users' behavior is a large amount of high dimension data. However, is online and offline behavior the mapping relation? This paper explores whether there is consistency between online and offline behavior using the Alternating Direction Method of Multipliers (ADMM) algorithm. The ADMM is becoming more and more popular recently, due to it can solve the problem of large-scale and complex data sets. ADMM was designed to solve the convex optimization problem. It is an iterative method that minimizes the objective augmented Lagrangian function.
引用
收藏
页码：617 / 620
页数：4
相关论文
共 50 条
  • [1] Individual Regret Bounds for the Distributed Online Alternating Direction Method of Multipliers
    Akbari, Mohammad
    Gharesifard, Bahman
    Linder, Lamas
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2019, 64 (04) : 1746 - 1752
  • [2] An Inertial Alternating Direction Method of Multipliers
    Bot, Radu Ioan
    Csetnek, Ernoe Robert
    MINIMAX THEORY AND ITS APPLICATIONS, 2016, 1 (01): : 29 - 49
  • [3] Parallel alternating direction method of multipliers
    Yan, Jiaqi
    Guo, Fanghong
    Wen, Changyun
    Li, Guoqi
    INFORMATION SCIENCES, 2020, 507 : 185 - 196
  • [4] Distributed Alternating Direction Method of Multipliers
    Wei, Ermin
    Ozdaglar, Asuman
    2012 IEEE 51ST ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2012, : 5445 - 5450
  • [5] An Adaptive Alternating Direction Method of Multipliers
    Bartz, Sedi
    Campoy, Ruben
    Phan, Hung M.
    JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2022, 195 (03) : 1019 - 1055
  • [6] Bregman Alternating Direction Method of Multipliers
    Wang, Huahua
    Banerjee, Arindam
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 27 (NIPS 2014), 2014, 27
  • [7] A Note on the Alternating Direction Method of Multipliers
    Han, Deren
    Yuan, Xiaoming
    JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2012, 155 (01) : 227 - 238
  • [8] Accelerated Alternating Direction Method of Multipliers
    Kadkhodaie, Mojtaba
    Christakopoulou, Konstantina
    Sanjabi, Maziar
    Banerjee, Arindam
    KDD'15: PROCEEDINGS OF THE 21ST ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, 2015, : 497 - 506
  • [9] Alternating Direction Method of Multipliers for Quantization
    Huang, Tianjian
    Singhania, Prajwal
    Sanjabi, Maziar
    Mitra, Pabitra
    Razaviyayn, Meisam
    24TH INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS (AISTATS), 2021, 130 : 208 - +
  • [10] Emulation Alternating Direction Method of Multipliers
    Routray, Chinmay
    Sahoo, Soumya Ranjan
    2022 EIGHTH INDIAN CONTROL CONFERENCE, ICC, 2022, : 403 - 408
12345