Joe Zhu
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Joe Zhuengineering Degrees
Engineering
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Industrial Engineering
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Mechanical Engineering
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Applied Physics
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Engineering
Joe Zhu's Degrees
- PhD Operations Research Stanford University
- Masters Industrial Engineering University of California, Berkeley
Why Is Joe Zhu Influential?
(Suggest an Edit or Addition)Joe Zhu's Published Works
Number of citations in a given year to any of this author's works
Total number of citations to an author for the works they published in a given year. This highlights publication of the most important work(s) by the author
Published Works
- Modeling undesirable factors in efficiency evaluation (2002) (1284)
- Handbook on data envelopment analysis (2011) (1096)
- Profitability and Marketability of the Top 55 U.S. Commercial Banks (1999) (961)
- Data envelopment analysis: Prior to choosing a model (2014) (673)
- Quantitative Models for Performance Evaluation and Benchmarking: Data Envelopment Analysis with Spreadsheets and DEA Excel Solver (2002) (633)
- Additive efficiency decomposition in two-stage DEA (2009) (612)
- Data Envelopment Analysis: History, Models, and Interpretations (2011) (596)
- Quantitative models for performance evaluation and benchmarking (2003) (545)
- Measuring Information Technology's Indirect Impact on Firm Performance (2004) (522)
- Multi-factor performance measure model with an application to Fortune 500 companies (2000) (504)
- DEA models for supply chain efficiency evaluation (2006) (478)
- DEA models for two‐stage processes: Game approach and efficiency decomposition (2008) (470)
- Measuring performance of two-stage network structures by DEA: A review and future perspective (2010) (456)
- INFEASIBILITY OF SUPER EFFICIENCY DATA ENVELOPMENT ANALYSIS MODELS (1999) (437)
- Returns to scale in different DEA models (2004) (366)
- The DEA Game Cross-Efficiency Model and Its Nash Equilibrium (2008) (314)
- Network DEA: Additive efficiency decomposition (2010) (302)
- Imprecise data envelopment analysis (IDEA): A review and improvement with an application (2003) (299)
- Alternative secondary goals in DEA cross-efficiency evaluation (2008) (284)
- Data envelopment analysis vs. principal component analysis: An illustrative study of economic performance of Chinese cities (1998) (260)
- Robustness of the efficient DMUs in data envelopment analysis (1996) (252)
- Super-efficiency and DEA sensitivity analysis (2001) (246)
- Data Envelopment Analysis with Preference Structure (1996) (231)
- Context-dependent data envelopment analysis—Measuring attractiveness and progress (2003) (230)
- Data envelopment analysis application in sustainability: The origins, development and future directions (2018) (221)
- Deriving the DEA frontier for two-stage processes (2010) (218)
- Cooperative advertising, game theory and manufacturer-retailer supply chains (2002) (217)
- Service Productivity Management: Improving Service Performance Using Data Envelopment Analysis (Dea) (2006) (215)
- An investigation of returns to scale in data envelopment analysis (1999) (200)
- Stability regions for maintaining efficiency in data envelopment analysis (1998) (191)
- Modeling data irregularities and structural complexities in data envelopment analysis (2007) (190)
- Fixed cost and resource allocation based on DEA cross-efficiency (2014) (182)
- DEA model with shared resources and efficiency decomposition (2010) (175)
- Use of DEA cross-efficiency evaluation in portfolio selection: An application to Korean stock market (2014) (173)
- Some models and measures for evaluating performances with DEA: past accomplishments and future prospects (2007) (168)
- Evaluation of information technology investment: a data envelopment analysis approach (2006) (162)
- A unified additive model approach for evaluating inefficiency and congestion with associated measures in DEA (2000) (162)
- Network DEA pitfalls: Divisional efficiency and frontier projection under general network structures (2013) (157)
- Classifying inputs and outputs in data envelopment analysis (2007) (156)
- Allocation of shared costs among decision making units: a DEA approach (2005) (153)
- A slack-based measure of efficiency in context-dependent data envelopment analysis (2005) (152)
- Equivalence in two-stage DEA approaches (2009) (151)
- A modified super-efficiency DEA model for infeasibility (2009) (146)
- A response to comments on modeling undesirable factors in efficiency evaluation (2005) (144)
- Sensitivity analysis of DEA models for simultaneous changes in all the data (1998) (142)
- Hedge fund performance appraisal using data envelopment analysis (2005) (136)
- Super-efficiency DEA in the presence of infeasibility (2011) (134)
- Benchmarking with quality-adjusted DEA (Q-DEA) to seek lower-cost high-quality service: Evidence from a U.S.bank application (2006) (129)
- A bargaining game model for measuring performance of two-stage network structures (2011) (129)
- A new methodology for evaluating sustainable product design performance with two-stage network data envelopment analysis (2012) (126)
- A discussion of testing DMUs' returns to scale (1995) (126)
- A slacks-based measure of super-efficiency in data envelopment analysis: A comment (2010) (125)
- Models for performance benchmarking: Measuring the effect of e-business activities on banking performance (2004) (122)
- Incorporating health outcomes in Pennsylvania hospital efficiency: an additive super-efficiency DEA approach (2014) (122)
- Decomposition weights and overall efficiency in two-stage additive network DEA (2017) (116)
- Data Envelopment Analysis (2007) (115)
- Modeling Performance Measurement: Applications and Implementation Issues in DEA (2005) (107)
- Data Envelopment Analysis with Nonhomogeneous DMUs (2013) (106)
- Imprecise DEA via Standard Linear DEA Models with a Revisit to a Korean Mobile Telecommunication Company (2004) (106)
- Big data algorithms and applications in intelligent transportation system: A review and bibliometric analysis (2021) (104)
- Dual-role factors in data envelopment analysis (2006) (99)
- Rank order data in DEA: A general framework (2006) (99)
- Airlines Performance via Two-Stage Network DEA Approach (2011) (98)
- Super-efficiency infeasibility and zero data in DEA (2012) (91)
- Within-group common weights in DEA: An analysis of power plant efficiency (2007) (91)
- Best-performing US mutual fund families from 1993 to 2008: Evidence from a novel two-stage DEA model for efficiency decomposition (2012) (87)
- Identifying Excesses and Deficits in Chinese Industrial Productivity (1953-1990): a Weighted Data Envelopment Analysis Approach (1998) (83)
- A buyer-seller game model for selection and negotiation of purchasing bids: Extensions and new models (2004) (82)
- Returns to Scale in DEA (2011) (80)
- Data Envelopment Analysis: Modeling Operational Processes And Measuring Productivity (2008) (75)
- Two-stage network DEA: Who is the leader? (2018) (74)
- Multidimensional quality-of-life measure with an application to Fortune's best cities (2001) (70)
- Data envelopment analysis and big data (2019) (70)
- Data envelopment analysis efficiency in two-stage networks with feedback (2011) (69)
- Decomposing technical efficiency and scale elasticity in two-stage network DEA (2014) (65)
- Efficiency evaluation with strong ordinal input and output measures (2003) (63)
- Bounded and discrete data and Likert scales in data envelopment analysis: application to regional energy efficiency in China (2017) (62)
- An integrated approach for ship block manufacturing process performance evaluation: Case from a Korean shipbuilding company (2014) (62)
- The curse of dimensionality of decision-making units: A simple approach to increase the discriminatory power of data envelopment analysis (2019) (61)
- A note on two-stage network DEA model: Frontier projection and duality (2016) (59)
- A new network DEA model for mutual fund performance appraisal: An application to U.S. equity mutual funds (2017) (58)
- Chapter 15 DEA/AR analysis of the 1988–1989 performance of the Nanjing textiles corporation (1996) (57)
- Primal-dual correspondence and frontier projections in two-stage network DEA models (2019) (56)
- Data envelopment analysis : a handbook on the modeling of internal structures and networks (2014) (55)
- DEA under big data: data enabled analytics and network data envelopment analysis (2020) (54)
- Undesirable factors in integer-valued DEA: Evaluating the operational efficiencies of city bus systems considering safety records (2012) (54)
- An acceptance system decision rule with data envelopment analysis (1998) (53)
- A survey of data envelopment analysis applications in the insurance industry 1993-2018 (2020) (53)
- Service Productivity Management (2006) (52)
- Evaluating Hedge Fund and CTA Performance: Data Envelopment Analysis Approach (2005) (52)
- Second order cone programming approach to two-stage network data envelopment analysis (2017) (51)
- Partial input to output impacts in DEA: Production considerations and resource sharing among business subunits (2013) (51)
- Context-dependent Dea with an Application to Tokyo Public Libraries (2005) (50)
- A DEA based composite measure of quality and its associated data uncertainty interval for health care provider profiling and pay-for-performance (2016) (48)
- Portfolio Evaluation and Benchmark Selection (2001) (48)
- DEA-based benchmarking for performance evaluation in pay-for-performance incentive plans (2018) (46)
- CAR-DEA: Context-Dependent Assurance Regions in DEA (2008) (46)
- DEA Cobb–Douglas frontier and cross-efficiency (2014) (45)
- DEA models for non-homogeneous DMUs with different input configurations (2016) (42)
- DEA cross-efficiency evaluation under variable returns to scale (2015) (41)
- Sensitivity and Stability of the Classifications of Returns to Scale in Data Envelopment Analysis (1999) (41)
- Sensitivity Analysis in DEA (2011) (41)
- Integrated data envelopment analysis: Global vs. local optimum (2013) (40)
- Within-group common benchmarking using DEA (2017) (39)
- When to increase firms' sustainable operations for efficiency? A data envelopment analysis in the retailing industry (2019) (38)
- How the Great Recession affects performance: a case of Pennsylvania hospitals using DEA (2019) (38)
- Additive super-efficiency in integer-valued data envelopment analysis (2012) (38)
- Multidimensional quality-of-life measure with an application to Fortune’s best cities (2001) (37)
- Airlines Performance via Two-Stage Network DEA Approach (2011) (37)
- Slacks and congestion: response to a comment by R. Färe and S. Grosskopf☆ (2001) (35)
- Analyzing Performance of Service Organizations (2013) (35)
- Innovation performance evaluation for high-tech companies using a dynamic network data envelopment analysis approach (2020) (34)
- Relative efficiency measurement: The problem of a missing output in a subset of decision making units (2012) (34)
- Two-stage network DEA: when intermediate measures can be treated as outputs from the second stage (2015) (33)
- DEA as a tool for auditing: application to Chinese manufacturing industry with parallel network structures (2018) (32)
- Non-cooperative two-stage network DEA model: Linear vs. parametric linear (2017) (32)
- DEA Models for Identifying Critical Performance Measures (2003) (31)
- DEA Cross Efficiency (2014) (31)
- Efficient Resource Allocation via Efficiency Bootstraps: An Application to R&D Project Budgeting (2011) (30)
- Multiple Variable Proportionality in Data Envelopment Analysis (2011) (30)
- Identifying ''best'' applicants in recruiting using data envelopment analysis (2003) (29)
- Incorporating Multiprocess Performance Standards into the DEA Framework (2006) (28)
- Handbook of Operations Analytics Using Data Envelopment Analysis (2016) (28)
- On alternative optimal solutions in the estimation of returns to scale in DEA (1998) (28)
- Estimation and allocation of cost savings from collaborative CO2 abatement in China (2018) (26)
- Market entity behavior of Chinese state-owned enterprises (1998) (26)
- Using Operational and Stock Analytics to Measure Airline Performance: A Network DEA Approach (2019) (26)
- Incorporating performance measures with target levels in data envelopment analysis (2013) (26)
- Setting scale efficient targets in DEA via returns to scale estimation method (2000) (25)
- Identification of congestion in data envelopment analysis under the occurrence of multiple projections: A reliable method capable of dealing with negative data (2018) (25)
- Additive slacks-based measure: Computational strategy and extension to network DEA (2020) (24)
- A DEA-based approach for competitive environment analysis in global operations strategies (2018) (24)
- Trends in operational research approaches for sustainability (2017) (23)
- Scale efficiency in two-stage network DEA (2019) (23)
- Data envelopment analysis : a handbook of models and methods (2015) (22)
- Goal congruence analysis in multi-Division Organizations with shared resources based on data envelopment analysis (2017) (22)
- Units invariant DEA when weight restrictions are present: ecological performance of US electricity industry (2017) (20)
- Best cooperative partner selection and input resource reallocation using DEA (2016) (18)
- Continuous Optimization Modeling undesirable factors in efficiency evaluation (2002) (18)
- Piecewise linear output measures in DEA (third revision) (2009) (18)
- Building performance standards into data envelopment analysis structures (2005) (17)
- Network DEA Pitfalls: Divisional Efficiency and Frontier Projection (2014) (17)
- DEA Models for Parallel Systems: Game-Theoretic Approaches (2015) (17)
- Partial input to output impacts in DEA: The case of DMU-specific impacts (2015) (16)
- Output deterioration with input reduction in data envelopment analysis (2003) (16)
- Modelling Efficiency in Regional Innovation Systems: A Two-Stage Data Envelopment Analysis Problem with Shared Outputs within Groups of Decision-Making Units (2020) (15)
- Production scale-based two-stage network data envelopment analysis (2021) (15)
- Data envelopment analysis: The research frontier (2013) (15)
- Congestion: Its Identification and Management with DEA (2011) (14)
- Multiplier bounds in DEA via strong complementary slackness condition solution (2003) (14)
- Further discussion on linear production functions and DEA (2000) (13)
- On piecewise loglinear frontiers and log efficiency measures (1998) (13)
- Decomposing Efficiency and Returns to Scale in Two-Stage Network Systems (2014) (12)
- Balancing Fairness and Efficiency: Performance Evaluation with Disadvantaged Units in Non-homogeneous Environments (2020) (12)
- Context-dependent performance standards in DEA (2010) (12)
- Modeling efficiency in the presence of multiple partial input to output processes (2017) (11)
- Data Irregularities And Structural Complexities In Dea (2007) (11)
- Computational tractability of chance constrained data envelopment analysis (2019) (11)
- Number of performance measures versus number of decision making units in DEA (2019) (11)
- A nonparametric framework to detect outliers in estimating production frontiers (2020) (10)
- Context-dependent Data Envelopment Analysis (2014) (10)
- DUAL ROLE FACTORS IN DEA (2006) (10)
- Mutual Fund Industry Performance: A Network Data Envelopment Analysis Approach (2016) (9)
- A conic relaxation model for searching for the global optimum of network data envelopment analysis (2020) (9)
- A response to the critiques of DEA by Dmitruk and Koshevoy, and Bol (2008) (9)
- Nonlinear inputs and diminishing marginal value in DEA (2009) (9)
- Additive Efficiency Decomposition in Network DEA (2014) (9)
- Investigation of the Impact of the Massachusetts Health Care Reform on Hospital Costs and Quality of Care (2011) (9)
- Data Envelopment Analysis with Non-Homogeneous DMUs (2015) (8)
- Efficiency measurement for hierarchical situations (2020) (7)
- Random Forests and the measurement of super-efficiency in the context of Free Disposal Hull (2022) (7)
- Output-specific input-assurance regions in DEA (2011) (7)
- DEA Based Benchmarking Models (2015) (7)
- DEA for Two-Stage Networks: Efficiency Decompositions and Modeling Techniques (2014) (7)
- Context-Dependent Data Envelopment Analysis and its Use (2007) (6)
- Notes on Sensitivity and Stability of the Classifications of Returns to Scale in Data Envelopment Analysis: A Comment (2005) (6)
- Water in China (2015) (6)
- Shared and unsplittable performance links in network DEA (2020) (6)
- Information technology and performance: Integrating data envelopment analysis and configurational approach (2021) (6)
- DEA Models For Supply Chain or Multi-Stage Structure (2007) (6)
- DEA: Past Accomplishments and Future Prospects (2005) (6)
- DEA Cross Efficiency Under Variable Returns to Scale (2015) (6)
- Evaluating Two-Stage Network Structures: Bargaining Game Approach (2014) (5)
- A Special Issue on "data Envelopment Analysis: Theories and Applications" in Honor of William W. Cooper (2005) (5)
- Envelopment DEA Models (2009) (5)
- Multiplier and Slack-based Models (2009) (4)
- Models for Evaluating Supply Chains and Network Structures (2014) (4)
- Data science for better productivity (2021) (4)
- New research frontiers in sustainability (2017) (4)
- Measuring efficiency in DEA in the presence of common inputs (2019) (4)
- A way to assess the efficiency of funds of hedge funds. (2007) (4)
- Data Envelopment Analysis with Output-Bounded Data (2016) (4)
- Estimating Effectiveness of Identifying Human Trafficking via Data Envelopment Analysis (2020) (4)
- Data science and productivity: A bibliometric review of data science applications and approaches in productivity evaluations (2020) (4)
- Sustainable Product Design Performance Evaluation with Two-Stage Network Data Envelopment Analysis (2016) (4)
- History , Models and Interpretations (2003) (3)
- DEA Excel Solver (2003) (3)
- DEA Models for Two-Stage Processes (2009) (3)
- Rank Order Data In Dea (2007) (3)
- Data Envelopment Analysis and Big Data: A Systematic Literature Review with Bibliometric Analysis (2021) (2)
- An Alternative Approach to Dealing with the Composition Approach for Series Network Production Processes (2021) (2)
- Returns-to-Scale (2014) (2)
- Theory and Methodology Super-eÅciency and DEA sensitivity analysis (2001) (2)
- Productivity modeling and service delivery configuration in bank branches (1998) (2)
- CLASSIFICATION INVARIANCE IN DATA ENVELOPMENT ANALYSIS (2002) (2)
- Interfaces with Other Disciplines Hedge fund performance appraisal using data envelopment analysis (2005) (2)
- An Approach for Determining DEA Efficiency Bounds (2003) (1)
- Acceleration of Large-Scale DEA Computations Using Random Forest Classification (2021) (1)
- Erratum to "Super-efficiency and DEA sensitivity analysis" [European Journal of Operational Research 129 (2) (2001) 443-455] (2007) (1)
- Evaluating the Efficiencies of Academic Research Groups: A Problem of Shared Outputs (2018) (1)
- Continuous Optimization Efficiency evaluation with strong ordinal input and output measures (2003) (1)
- Solving DEA via Excel (2003) (1)
- Bounded and discrete data and Likert scales in data envelopment analysis: application to regional energy efficiency in China (2015) (1)
- Efficiency Measurement of Multistage Processes: Context Dependent Numbers of Stages (2017) (1)
- Units invariant DEA when weight restrictions are present: ecological performance of US electricity industry (2015) (1)
- Modeling Undesirable Measures (2014) (1)
- Data Envelopment Analysis and Big Data: Revisit with a Faster Method (2020) (1)
- Organizational Efficiency as a Determinant of Learning and Selection: Insights from Data Envelopment Analysis (2004) (1)
- Data mining in information technology and banking performance (2003) (1)
- Non-radial DEA Models and DEA with Preference (2014) (1)
- Shared Resources and Efficiency Decomposition in Two-Stage Networks (2014) (1)
- Corrigendum to: "Incorporating performance measures with target levels in data envelopment analysis" [European Journal of Operational Research 230 (2013) 634-642] (2013) (1)
- Models for Characterizing and Measuring Supply Chain Efficiency and Achieving Best Practice (2003) (1)
- Modeling DMU’s Internal Structures: Cooperative and Noncooperative Approaches (2011) (1)
- Measure-Specific DEA Models (2014) (1)
- Identification of Congestion in DEA (2020) (1)
- Analyzing Performance in Service Organizations (2013) (1)
- Chapter 2 Returns to Scale in DEA (2003) (1)
- WITHDRAWN: To seek lower-cost high-quality service evidence from a US bank application (2010) (1)
- Efficiency measurement with products and partially desirable co-products (2020) (1)
- DEA Models for Two-Stage Network Processes (2014) (0)
- The role of unobserved units in two-stage network data envelopment analysis (2022) (0)
- Decision Support Classifying inputs and outputs in data envelopment analysis (2007) (0)
- DEA Application in Sustainability 1996–2019: The Origins, Development, and Future Directions (2021) (0)
- Production , Manufacturing and Logistics A new methodology for evaluating sustainable product design performance with two-stage network data envelopment analysis (2012) (0)
- Chapter 2 DEA Cross Efficiency (2020) (0)
- Decision Support Incorporating performance measures with target levels in data envelopment analysis (2013) (0)
- Production , Manufacturing and Logistics Within-group common benchmarking using DEA (2016) (0)
- Basic DEA Models (2003) (0)
- DEA under Big Data: Big Data Enabled Analysis of Data and Network Data Envelopment Analysis (2019) (0)
- Multivariate returns to scale production frontiers (2021) (0)
- The treatment of non-zero slacks in data envelopment analysis (1997) (0)
- Co-evolutionary Dynamics of Efficiency Frontiers, Adaptation, Selection and Innovation (2003) (0)
- Continuous Optimization Imprecise data envelopment analysis ( IDEA ) : A review and improvement with an application (2002) (0)
- How the Great Recession affects performance: a case of Pennsylvania hospitals using DEA (2017) (0)
- DEA with Preference (2003) (0)
- Models for Evaluating Value Chains (2003) (0)
- Strategic and Transactional Use of Information Technology in Banking (2003) (0)
- DEA as a tool for auditing: application to Chinese manufacturing industry with parallel network structures (2016) (0)
- Identifying Critical Measures in DEA (2014) (0)
- Multiplier DEA Model (2014) (0)
- Slack-Based DEA Models (2014) (0)
- Two-Stage Network Processes: DEA Frontier Identification (2014) (0)
- Evaluating Efficiency in Nonhomogeneous Environments (2020) (0)
- DEA under big data: data enabled analytics and network data envelopment analysis (2020) (0)
- DEA under big data: data enabled analytics and network data envelopment analysis (2020) (0)
- Sensitivty Analysis and Its Uses (2003) (0)
- Incorporating health outcomes in Pennsylvania hospital efficiency: an additive super-efficiency DEA approach (2011) (0)
- Flexible Measures–Classifying Inputs and Outputs (2007) (0)
- Investigation of the Impact of the Massachusetts Health Care Reform on Hospital Costs and Quality of Care (2015) (0)
- Interval And Ordinal Data (2007) (0)
- Data Envelopment Analysis: a Management Science Tool for Scientific Marketing Research New Books in Review (2004) (0)
- On the Decomposition of DEA Inefficiency (2003) (0)
- Models for Evaluating Supply Chains (2009) (0)
- Interval and Ordinal Data in DEA (2014) (0)
- Preface (2017) (0)
- Modeling efficiency in the presence of multiple partial input to output processes (2015) (0)
- Interfaces with Other Disciplines Network DEA : Additive efficiency decomposition (2010) (0)
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Joe Zhu is affiliated with the following schools: