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ACM Transactions on

Management Information Systems (TMIS)

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A Survey of Link Recommendation for Social Networks: Methods, Theoretical Foundations, and Future Research Directions

Link recommendation has attracted significant attention from both industry practitioners and academic researchers. In industry, link recommendation... (more)

Price Shock Detection With an Influence-Based Model of Social Attention

There has been increasing interest in exploring the impact of human behavior on financial market dynamics. One of the important related questions is... (more)

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About TMIS

ACM Transactions on Management Information Systems (TMIS) publishes the highest quality papers about the design, development, assessment, and management of information technology and systems within organizations, businesses, and societies. In addition to traditional management and behavioral MIS research, ACM TMIS strongly encourages submissions of high-quality system and design science research, as well as submissions in emerging MIS multidisciplinary research topics that may span several traditional academic disciplines. ACM TMIS is indexed by Ei Compendex (EI) and Emerging Sources Citation Index (ESCI).

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Forthcoming Articles
Discovering Discontinuity in Big Financial Transaction Data

Business transactions are typically recorded in the company ledger. The primary purpose of such financial information is to accompany a monthly or quarterly report for the executives to make sound business decisions and strategies for the next business period. These business strategies often result in transitions that cause underlying infrastructures and components to change, including alteration in the nomenclature system of the business components. As a result, a transaction stream of an affected component would be replaced by another steam with a different component name, resulting in discontinuity of a financial stream of the same component. Recently, advancement in large scale data mining technologies has enabled a set of critical applications to utilize knowledge extracted from a vast amount of existing data that would otherwise have been unused or under-utilized. In financial and services computing domains, recent studies have illustrated that historical financial data could be used to predict future revenues and profits, optimizing costs, among other potential applications. These prediction models rely on long-term availability of the historical data that traces back for multiple years. However, the discontinuity of the financial transaction stream associated with a business component has limited the learning capability of the prediction models. In this paper, we propose a set of machine learning based algorithms to automatically discover component name replacements, using information available in general ledger databases. The algorithms are designed to be scalable for handling massive data points, especially in large companies. Furthermore, the proposed algorithms are generalizable to other domains whose data is time-series and shares the same natures as the financial data available in business ledgers. A case study of real-world IBM service delivery retrieved from four different geographical regions are used to validate the efficacy of the proposed methodology.

Bibliometrics

Publication Years 2010-2017
Publication Count 142
Citation Count 404
Available for Download 142
Downloads (6 weeks) 4502
Downloads (12 Months) 30719
Downloads (cumulative) 115514
Average downloads per article 813
Average citations per article 3
First Name Last Name Award
Hsinchun Chen ACM Fellows (2015)
Gordon B Davis ACM Fellows (1997)
Jiawei Han ACM Fellows (2003)
Matthias Jarke ACM Fellows (2013)
Madhav Marathe ACM Fellows (2013)
Hui Xiong ACM Distinguished Member (2014)
ACM Senior Member (2010)
Hui Xiong ACM Distinguished Member (2014)
ACM Senior Member (2010)

First Name Last Name Paper Counts
Hsinchun Chen 6
Ram Gopal 4
Sudha Ram 3
Ram Ramesh 3
Jay Nunamaker, 3
Paulo Góes 3
Andrew Whinston 2
Xianghua Lu 2
Alan Hevner 2
Annaye Du 2
Balasubramaniam Ramesh 2
Sira Yongchareon 2
Atish Sinha 2
Raj Sharman 2
Rahul Basole 2
Moe Wynn 2
Juliana Sutanto 2
James Marsden 2
Xiaohui Zhao 2
Daniel Zeng 2
Gerhard Schwabe 2
Keli Xiao 2
Kaushik Dutta 2
Zhu Zhang 2
Arindam Roy 2
Shamik Sural 2
Zan Huang 2
Chengfei Liu 2
Shinghan Li 2
Yingping Chuang 2
David Yen 2
Niam Yaraghi 2
Atreyi Kankanhalli 2
Huimin Zhao 2
Jaideep Vaidya 2
Suranjan Chakraborty 2
Sulin Ba 2
Alexander Tuzhilin 2
Michael Chau 2
Lan Cao 2
Paul Hu 2
Joseph Valacich 1
Kannan Mohan 1
Alan Abrahams 1
Harryjiannan Wang 1
FréDéRic Thiesse 1
Virginia Dignum 1
Yaohua Tan 1
Xitong Guo 1
Colin Fidge 1
Arthur Hofstede 1
Arjun Srinivasan 1
Benjamin Shao 1
Hyunwoo Park 1
Gang Wang 1
Prachi Singhania 1
RungTai Kao 1
Ryan Zaczynski 1
M Yeo 1
Keith Bisset 1
Can Sun 1
Ray Patterson 1
Michael Mannino 1
Derek Nazareth 1
Richard Lai 1
Patrick Doreian 1
Jeffrey Jenkins 1
Judee Burgoon 1
Jing Jiang 1
Wei Wei 1
Patty Kostkova 1
Martin Szomszor 1
James McCart 1
Kazuhiko Shinozawa 1
Ramesh Sharda 1
Patriya Tansuhaj 1
Jingjing Zhang 1
Salvatore March 1
Ann Majchrzak 1
Weithoo Yue 1
Olivia Sheng 1
Dan Ke 1
Tarek Abdel-Hamid 1
Gregory Dawson 1
Thomas Wolf 1
Ivan Jureta 1
John Mylopoulos 1
Dengpan Liu 1
Pochuan Chien 1
William Ross 1
Nan Niu 1
Wasim Sadiq 1
Md Nekvi 1
Chun Ouyang 1
Claudio Ciccio 1
Jie Jiang 1
Binny Samuel 1
Masaki Samejima 1
Adarsh Kakar 1
Saeede Eftekhari 1
Ranjit Singh 1
Bhavani Thuraisingham 1
Latifur Khan 1
Jiawei Han 1
Kuotay Chen 1
Bernard Tan 1
Susanne Schmidt-Rauch 1
Biswatosh Saha 1
Neil Hunt 1
Yan Lu 1
Jun Liu 1
Robert Briggs 1
Varghese Jacob 1
Ageliki Tsioliaridou 1
Shuyuan Deng 1
Debra VanderMeer 1
Ramayya Krishnan 1
Tuananh Hoang 1
Cheng Lee 1
Christopher Yang 1
Donald Berndt 1
Dezon Finch 1
He Zhang 1
Sanjay Mehotra 1
Carl Gunter 1
Gondy Leroy 1
Michita Imai 1
Kivilcim Dogerlioglu-Demir 1
K Basoglu 1
Raymond Lau 1
T Raghu 1
Nan Xiao 1
Zhepeng(Lionel) Li 1
Paul Gray 1
Ralph Sprague 1
ChunPo Yin 1
Johnleslie King 1
Carl Simon 1
Weiguo Fan 1
Jonathan Karnon 1
Roman Lukyanenko 1
Wil Van Der Aalst 1
Joseph Cazier 1
Chelliah Sriskandarajah 1
Martha Russell 1
Xue Bai 1
Carlos Gomez-Uribe 1
Omar El-Gayar 1
Dan Zhu 1
Rajesh Mirani 1
R Sundarraj 1
Hemant Jain 1
Chenhui Guo 1
Andrew Thomas 1
Sudip Bhattacharjee 1
Xiaolong Zheng 1
MaoWei Hung 1
Shuhsing Li 1
Roger Chiang 1
Edward Stohr 1
Naphtali Rishe 1
Dongmei Liu 1
Xiaohui Liu 1
Bradley Malin 1
Christopherchuen Yang 1
Masato Sakata 1
George Mathew 1
Zoran Obradović 1
Mark Fuller 1
Yubo Chen 1
Kaiquan Xu 1
Jörg Mayer 1
Hina Arora 1
Arie Croitoru 1
Richard Watson 1
Ming Fan 1
Radhika Jain 1
Christoph Rosenkranz 1
Massimo Mecella 1
Yang Chen 1
Timothy Major 1
Robert Louis 1
Jukka Huhtamäki 1
Mingfeng Tsai 1
Tanmay Bhowmik 1
Zhiming Ding 1
Corentin Burnay 1
Arun Majumdar 1
Mohammad Masud, 1
Tahseen Al-Khateeb 1
Erfan Najmi 1
Brahim Medjahed 1
Agam Gupta 1
Tszwai Lui 1
Robert Lusch 1
Jinwen Sun 1
Mohammad Al-Ramahi 1
Yifei Ma 1
Frank Vahid 1
Arun Majumdar 1
Alqurashi Raghda 1
Rohit Valecha 1
Guoqing Chen 1
Bin Zhang 1
Sanjukta Das 1
D McKnight 1
Xia Zhao 1
Jianwen Su 1
T Gill 1
Douglas Derrick 1
Zhu Zhang 1
Jing Peng 1
Salah Bouktif 1
Zenyu Quan 1
Christine Lisetti 1
Connie St. Louis 1
Zidong Wang 1
Julie Eatock 1
Sophia Ananiadou 1
Suprateek Sarker 1
Arash Akhlaghi 1
Ali Syed 1
Arvind Malhotra 1
Yunqing Xia 1
Noyan Ilk 1
Chuanren Liu 1
Jingguo Wang 1
Hui Xiong 1
Gordon Davis 1
Zhiyuan Chen 1
Gerald Kane 1
Fengyang Kuo 1
Debabrata Dey 1
Gang Peng 1
Julia Klier 1
Neil Ernst 1
Alex Borgida 1
Stephenshaoyi Liao 1
Huaiqing Wang 1
Huib Aldewereld 1
Ma Jian 1
Sherryxiaoyun Sun 1
Tuanminh Ha 1
Michael Leyer 1
Neil Rubens 1
Wentao Wang 1
Marek Kowalkiewicz 1
Vijayalakshmi Atluri 1
Khayyam Hashmi 1
Patrick Chau 1
Wil Van Der Aalst 1
Philipp Nussbaumer 1
Lihua Huang 1
Jackie Ulmer 1
Suruchi Deodhar 1
Jiangzhuo Chen 1
Zongcyuan Zhang 1
Balaji Padmanabhan 1
Crystal Shi 1
Bora Kolfal 1
H Rao 1
Fang Fang 1
Ramesh Sankaranarayanan 1
Ling Xue 1
Jian Yang 1
Clyde Holsapple 1
FengTse Tsai 1
Houari Sahraoui 1
Faheem Ahmed 1
Chihfong Tsai 1
Joyce Ho 1
Ling Jiang 1
Meitai Chu 1
Reza Amini 1
Narges Kasiri 1
William Robinson 1
Xin Li 1
Yuefeng Li 1
Ajay Vinzé 1
Qi Liu 1
Jan Stallaert 1
Martina Beer 1
Josh Dehlinger 1
Nazim Madhavji 1
Gang Wang 1
Andrew Partington 1
Jiaqi Yan 1
Doug Vogel 1
Norihisa Komoda 1
Devipsita Bhattacharya 1
Kevin Hamlen 1
Kewei Huang 1
Zaki Malik 1
Atefeh Taghavi 1
Akhil Kumar 1
Inu Matter 1
Raymond Patterson 1
Yucheng Kao 1
Rajiv Krishnamurthy 1
Anik Mukherjee 1
Shambhu Upadhyaya 1
Nargis Pervin 1
Eepeng Lim 1
Yutian Sun 1
Hasan Cavusoglu 1
Ling Liu 1
Palakorn Achananuparp 1
EePeng Lim 1
Joydeep Ghosh 1
Sally McClean 1
Rumiko Matsuoka 1
Mark Mulder 1
Tianjie Deng 1
Fred Niederman 1
Hejamadi Rao 1
Xiao Fang 1
Zhongju Zhang 1
Aryya Gangopadhyay 1
Ofer Arazy 1
Gunes Koru 1
Matthias Jarke 1
Jiexun Li 1
Thushari Silva 1
Bernard Yian Tan 1
Kaisa Still 1
Chuanju Wang 1
Jing Peng 1
MingChih Lin 1
Anthony Lee 1
Zhuolun Li 1
Gabriele Piccoli 1
David Zimbra 1
Hao Chen 1
Song Wu 1
Konstantin Bauman 1
Carson Woo 1
Zhe Shan 1
Thomas Ngo-Ye 1
Erik Rolland 1
Yenhsien Lee 1
Chingyi Tu 1
Vijayalakshmi Atluri 1
Kutsal Dogan 1
Yonghua Ji 1
Joel Fredrickson 1
Jae Choi 1
Anindya Datta 1
Ahmed Abbasi 1
Jun Liu 1
Michelle Carter 1
Thomas Meservy 1
Jiming Wu 1
Nan Hu 1
Haodong Yang 1
Seymour Goodman 1
Stephen Luther 1
Terry Young 1
David Liebovitz 1
Norihiro Hagita 1
Shaoyi Liao 1
Ron Kwok 1
Frederik Marx 1
Robert Winter 1
Jing Zhao 1
Stuart Madnick 1
Yu Fu 1
Gilbert Fridgen 1
Kalle Lyytinen 1
Elgar Fleisch 1
Suriadi Suriadi 1
Thorben Keller 1
Daning Hu 1
Anastasiia Pika 1
Sumit Sarkar 1
Jiajie Xu 1
Jing Gao 1
Uttam Sarkar 1
Amal Alhosban 1
Madhav Marathe 1
Anju Harpalani 1
Alex Edgcomb 1
Huaxia Rui 1
Michael Cuenco 1
Suresh Radhakrishnan 1
Christos Liaskos 1
Iris Linck 1
Farnoush Banaei-Kashani 1
Azmat Ullah 1
David Krackhardt 1
Levent Orman 1
Matthias Uhl 1
Jason Thatcher 1
Paul Clay 1
Hsinmin Lu 1
Chenkai Ni 1
Rajiv Khosla 1
Ugan Yasavur 1
Zeynep Yücel 1
Michiko Furutani 1
Gediminas Adomavicius 1

Affiliation Paper Counts
Case Western Reserve University 1
Vienna University of Economics and Business Administration 1
University of Michigan 1
Mississippi State University 1
Pacific Lutheran University 1
University of Calgary 1
University of Texas at Arlington 1
University of Rostock 1
University of Manchester 1
Claremont Graduate University 1
Youngstown State University 1
University of Pennsylvania 1
University of Michigan-Dearborn 1
Dalton State College 1
Louisiana State University 1
Cornell University 1
United Arab Emirates University 1
Sabanci University 1
University of California , Merced 1
Purdue University 1
University of Montreal 1
Tampere University of Technology 1
Washington State University 1
Nanjing University of Science and Technology 1
Soochow University 1
Santa Clara University 1
The Brookings Institution 1
Ithaca College 1
University of Wurzburg 1
Stanford University 1
Oregon State University 1
University of Hawaii at Manoa 1
University of Massachusetts Amherst 1
Loyola University Maryland 1
University of Saskatchewan 1
University of Pittsburgh 1
University of Kentucky 1
University of Trento 1
RWTH Aachen University 1
Academia Sinica Taiwan 1
Manhattan College 1
Washington State University Pullman 1
The University of North Carolina at Greensboro 1
San Diego State University 1
University of Nebraska at Omaha 1
University of Science and Technology of China 1
Foundation for Research and Technology-Hellas 1
University of Houston-Clear Lake 1
Macquarie University 1
Appalachian State University 1
Texas A and M University 1
Royal Holloway University of London 1
University of Ulster 1
National Chiayi University 1
New York University 1
University of Virginia 1
University College London 1
Massachusetts Institute of Technology 1
University of Bayreuth 1
Auckland University of Technology 1
University of Cologne 1
UNITEC Institute of Technology 1
The University of North Carolina at Chapel Hill 1
City University London 1
Keio University 1
Microsoft Corporation 1
National Chengchi University 1
Northwest Missouri State University 1
Stevens Institute of Technology 1
Alabama State University 1
St. Louis University 1
University of Baltimore 1
Pittsburg State University 1
Ming Chuan University 1
University of Southern California 1
University of Minnesota Twin Cities 1
The University of Georgia 1
University of Regensburg 1
Democritus University of Thrace 1
Boston College 1
Michigan State University 1
Thompson Rivers University 1
University of Electro-Communications 1
University of Roma La Sapienza 1
Oklahoma State University System 1
Naval Postgraduate School 1
California State University 1
Nanjing University 1
VTT Technical Research Centre of Finland 1
York University Canada 1
Advanced Semiconductor Engineering, Inc. 1
Ozyegin University 1
KOF Swiss Economic Institute 1
Southern University of Science and Technology 1
Indian Institute of Management Tiruchirappalli 1
FedEx 2
Vanderbilt University 2
Iowa State University 2
University of Minnesota System 2
University of Wisconsin Eau Claire 2
Facultes Universitaires Notre-Dame de la Paix 2
Brigham Young University 2
Old Dominion University 2
University of Adelaide 2
The University of Western Ontario 2
National Sun Yat-Sen University Taiwan 2
University of Washington, Seattle 2
University of Augsburg 2
National Taipei University 2
Harbin Institute of Technology 2
State University of New York College at Oneonta 2
University of Canberra 2
Tsinghua University 2
Tokyo Women's Medical University 2
Indian Institute of Technology, Madras 2
University Michigan Ann Arbor 2
Swiss Federal Institute of Technology, Zurich 2
Clemson University 2
University of California, Santa Barbara 2
University of California, Riverside 2
Baruch College 2
Swinburne University of Technology 2
Eindhoven University of Technology 2
Indian Institute of Management Calcutta 2
Netflix, Inc. 2
Rutgers University-Newark Campus 3
University of Illinois at Urbana-Champaign 3
Pennsylvania State University 3
Towson University 3
The University of Hong Kong 3
Northwestern University 3
Wayne State University 3
Fudan University 3
VA Medical Center 3
Osaka University 3
University of Utah 3
Carnegie Mellon University 3
Temple University 3
Rutgers, The State University of New Jersey 3
Dakota State University 3
Leonard N. Stern School of Business 3
Delft University of Technology 4
La Trobe University 4
Tatung University 4
The University of British Columbia 4
Chinese Academy of Sciences 4
Brunel University London 4
University of Delaware 4
University of Maryland, Baltimore County 4
University of Cincinnati 4
Arizona State University 5
University of Colorado at Denver 5
Drexel University 5
Florida International University 5
Singapore Management University 5
Stony Brook University 5
University of St. Gallen 5
Indian Institute of Technology, Kharagpur 6
University of South Florida Tampa 6
University of Texas at Austin 6
Georgia Institute of Technology 6
University of Alberta 6
Georgia State University 7
University of Zurich 7
University of Wisconsin Milwaukee 7
National Taiwan University 8
Queensland University of Technology 8
Virginia Tech 8
University of Texas at Dallas 9
City University of Hong Kong 11
National University of Singapore 12
University of Connecticut 15
University at Buffalo, State University of New York 15
University of Arizona 28
 
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