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Non-IID Recommender Systems: A Review and Framework of Recommendation Paradigm Shifting Artical

Longbing Cao

Engineering 2016, Volume 2, Issue 2,   Pages 212-224 doi: 10.1016/J.ENG.2016.02.013

Abstract: for such bad recommendations lies in the intrinsic assumption that recommended users and items are independentand identically distributed (IID) in existing theories and systems.In this paper, the non-IID nature and characteristics of recommendation are discussed, followed by thenon-IID theoretical framework in order to build a deep and comprehensive understanding of the intrinsicThis non-IID recommendation research triggers the paradigm shift from IID to non-IID recommendation research

Keywords： Independent and identically distributed (IID)     Non-IID     Heterogeneity     Coupling relationship     Coupling learning     Relational learning     IIDness learning     Non-IIDness learning     Recommender system     Recommendation     Non-IID    

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Maximum independent set in planning freight railway transportation

Gainanov Damir N., Mladenovic NENAD, Rasskazova V. A.

Frontiers of Engineering Management 2018, Volume 5, Issue 4,   Pages 499-506 doi: 10.15302/J-FEM-2018031

Abstract: investigation aims to solve the classical combinatorial optimization problem in relation to the maximum independentWith use of these constructions, the lower and upper bounds for the number of vertices in the maximum independent

Keywords： independent set     algorithm     planning of transportation     two-sided estimate    

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Independent cover meshless particle method for complex geotechnical engineering

Jianqiu WU, Yongchang CAI

Frontiers of Structural and Civil Engineering 2018, Volume 12, Issue 4,   Pages 515-526 doi: 10.1007/s11709-017-0428-4

Abstract: A new Independent Cover Meshless Particle (ICMP) method is proposed for the analysis of complex geotechnicalIn the ICMP method, the independent rectangular cover regardless of the shape of the analysis model iseach discrete node, the general polynomial is employed as the meshless interpolation function of the independent

Keywords： meshless method     particle method     independent cover     CTM     geotechnical engineering    

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Independent Development：The Way to Build up the Strength of a Country

Jin Lüzhong

Strategic Study of CAE 2005, Volume 7, Issue 7,   Pages 1-6

Abstract:

The paper expounds the significance of independent development in the fields of politics, militaryIt suggests that most of industries in China be provided with the capability of independent developmentThe paper also suggests that the environment favorable to independent development be created in the aspects

Keywords： independent development     goal     possibility    

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Organizational dynamics in adaptive distributed search processes: effects on performance and the role

Friederike WALL

Frontiers of Information Technology & Electronic Engineering 2016, Volume 17, Issue 4,   Pages 283-295 doi: 10.1631/FITEE.1500306

Abstract: In this paper, the effects of altering the organizational setting of distributed adaptive search processesResults suggest that inducing organizational dynamics has the potential to increase the effectiveness of distributed

Keywords： Agent-based simulation     Complexity     Coordination     Distributed search     NK landscapes    

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Data-driven distribution network topology identification considering correlated generation power of distributed

Frontiers in Energy 2022, Volume 16, Issue 1,   Pages 121-129 doi: 10.1007/s11708-021-0780-x

Abstract: This paper proposes a data-driven topology identification method for distribution systems with distributedinjections and voltage magnitude measurements, and then it is used to generate synthetic measurements under independent

Keywords： power distribution network     data-driven     topology identification     distributed energy resource     maximal    

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Fast removal of ocular artifacts from electroencephalogram signals using spatial constraint independent

Bang-hua YANG,Liang-fei HE,Lin LIN,Qian WANG

Frontiers of Information Technology & Electronic Engineering 2015, Volume 16, Issue 6,   Pages 486-496 doi: 10.1631/FITEE.1400299

Abstract: remove ocular artifacts from EEG in brain-computer interfaces (BCIs), a method named spatial constraint independentIn the first stage, independent component analysis (ICA) is used to decompose multiple EEG channels intoan equal number of independent components (ICs).

Keywords： Electroencephalogram (EEG)     Electrooculogram (EOG)     Brain-computer interface (BCI)     Spatial constraint independent    

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Topology-independent end-to-end learning model for improving the voltage profile in microgrids-integrated

Frontiers in Energy 2023, Volume 17, Issue 2,   Pages 211-227 doi: 10.1007/s11708-022-0847-3

Abstract: With multiple microgrids (MGs) integrated into power distribution networks in a distributed manner, the

Keywords： end-to-end learning     microgrids     voltage profile improvement     generative adversarial network    

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Intra-abdominal hypertension is an independent cause of acute renal failure after orthotopic liver transplantation

SHU Ming, PENG Chenghong, CHEN Hao, SHEN Boyong, ZHOU Guangwen, SHEN Chuan, LI Hongwei

Frontiers of Medicine 2007, Volume 1, Issue 2,   Pages 167-172 doi: 10.1007/s11684-007-0031-5

Abstract: An independent association between acute renal failure (ARF) and intra-abdominal hypertension (IAH) afterThe aim of this retrospective study was to understand the role of IAH as an independent risk factor for, intraoperative MAP and intraoperative blood transfusion volume of more than 15 U were found to be independentIAH impaired renal function and was an independent risk factor for ARF after liver transplantation.
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Analysis of the current situation of environmental policy of China and establishment of distributed environmental

Chaoyang FU,Wangfeng LI

Frontiers of Environmental Science & Engineering 2015, Volume 9, Issue 2,   Pages 310-316 doi: 10.1007/s11783-014-0658-9

Abstract: By introduction of distributed management tools into the implementation of environmental policies, market-oriented

Keywords： environmental policy     distributed environment policy     distributed parameter model     lumped parameter model    

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G protein-coupled receptor LGR6 is an independent risk factor for colon adenocarcinoma

Wenjing Wang, Shigang Ding, Hejun Zhang, Jun Li, Jun Zhan, Hongquan Zhang

Frontiers of Medicine 2019, Volume 13, Issue 4,   Pages 482-491 doi: 10.1007/s11684-018-0633-0

Abstract: survival analyses showed that, in addition to N and M classification, LGR6 expression served as an independentThus, low expression of LGR6 can be used as an independent prognostic parameter in patients with colon

Keywords： LGR6     colon adenocarcinoma     immunohistochemistry     prognosis    

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An application of game theory in distributed collaborative decision making

Angran XIAO

Frontiers of Mechanical Engineering 2019, Volume 14, Issue 1,   Pages 85-101 doi: 10.1007/s11465-019-0523-4

Abstract: In a distributed product realization environment, new paradigms and accompanying software systems are

Keywords： collaboration     distributed product realization     game theory     digital interface    

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Significant potential of Solid Oxide Fuel Cell systems for distributed power generation and carbon neutrality

Frontiers in Energy 2022, Volume 16, Issue 6,   Pages 879-882 doi: 10.1007/s11708-022-0850-8

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Economic Analysis of Residential Distributed Solar Photovoltaic

Xi Luo,Jia-ping Liu

Frontiers of Engineering Management 2015, Volume 2, Issue 2,   Pages 125-130 doi: 10.15302/J-FEM-2015031

Abstract: Under the huge challenges of global energy conservation, emission reduction and energy security, distributedloan interest rate and loan fraction are used as influence factors to analyze the economic benefits of distributedThe result demonstrates that government incentives help to increase the profitability of distributed

Keywords： distributed solar photovoltaic     internal rate of return     price ladder     government incentives    

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Isomorphism analysis on generalized modules oriented to the distributed parameterized intelligent product

Shasha ZENG, Weiping PENG, Tiaoyu LEI

Frontiers of Mechanical Engineering 2020, Volume 15, Issue 1,   Pages 12-23 doi: 10.1007/s11465-019-0555-9

Abstract: The distributed parameterized intelligent product platform (DPIPP) contains many agents of a productThese distributed agents communicate, coordinate, and cooperate using their knowledge and skills and

Keywords： distributed parameterized intelligent product platform     generalized module     isomorphism analysis     product    

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Title Author Date Type Operation

Non-IID Recommender Systems: A Review and Framework of Recommendation Paradigm Shifting

Longbing Cao

Journal Article

Maximum independent set in planning freight railway transportation

Gainanov Damir N., Mladenovic NENAD, Rasskazova V. A.

Journal Article

Independent cover meshless particle method for complex geotechnical engineering

Jianqiu WU, Yongchang CAI

Journal Article

Independent Development：The Way to Build up the Strength of a Country

Jin Lüzhong

Journal Article

Organizational dynamics in adaptive distributed search processes: effects on performance and the role

Friederike WALL

Journal Article

Data-driven distribution network topology identification considering correlated generation power of distributed

Journal Article

Fast removal of ocular artifacts from electroencephalogram signals using spatial constraint independent

Bang-hua YANG,Liang-fei HE,Lin LIN,Qian WANG

Journal Article

Topology-independent end-to-end learning model for improving the voltage profile in microgrids-integrated

Journal Article

Intra-abdominal hypertension is an independent cause of acute renal failure after orthotopic liver transplantation

SHU Ming, PENG Chenghong, CHEN Hao, SHEN Boyong, ZHOU Guangwen, SHEN Chuan, LI Hongwei

Journal Article

Analysis of the current situation of environmental policy of China and establishment of distributed environmental

Chaoyang FU,Wangfeng LI

Journal Article

G protein-coupled receptor LGR6 is an independent risk factor for colon adenocarcinoma

Wenjing Wang, Shigang Ding, Hejun Zhang, Jun Li, Jun Zhan, Hongquan Zhang

Journal Article

An application of game theory in distributed collaborative decision making

Angran XIAO

Journal Article

Significant potential of Solid Oxide Fuel Cell systems for distributed power generation and carbon neutrality

Journal Article

Economic Analysis of Residential Distributed Solar Photovoltaic

Xi Luo,Jia-ping Liu

Journal Article

Isomorphism analysis on generalized modules oriented to the distributed parameterized intelligent product

Shasha ZENG, Weiping PENG, Tiaoyu LEI

Journal Article