Cargando…

GPUTreeShap: massively parallel exact calculation of SHAP scores for tree ensembles

SHapley Additive exPlanation (SHAP) values (Lundberg & Lee, 2017) provide a game theoretic interpretation of the predictions of machine learning models based on Shapley values (Shapley, 1953). While exact calculation of SHAP values is computationally intractable in general, a recursive polynomia...

Descripción completa

Detalles Bibliográficos
Autores principales:	Mitchell, Rory, Frank, Eibe, Holmes, Geoffrey
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	PeerJ Inc. 2022
Materias:	Algorithms and Analysis of Algorithms
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9044362/ https://www.ncbi.nlm.nih.gov/pubmed/35494875 http://dx.doi.org/10.7717/peerj-cs.880

Ejemplares similares

A double-decomposition based parallel exact algorithm for the feedback length minimization problem
por: Shang, Zhen, et al.
Publicado: (2023)

Convolutional ensembles for Arabic Handwritten Character and Digit Recognition
por: Palatnik de Sousa, Iam
Publicado: (2018)

Design of adaptive ensemble classifier for online sentiment analysis and opinion mining
por: Kumar, Sanjeev, et al.
Publicado: (2021)

Classification of the drifting data streams using heterogeneous diversified dynamic class-weighted ensemble
por: Sarnovsky, Martin, et al.
Publicado: (2021)

An algorithm for calculating top-dimensional bounding chains
por: Carvalho, J. Frederico, et al.
Publicado: (2018)

A storage-efficient ensemble classification using filter sharing on binarized convolutional neural networks
por: Kim, HyunJin, et al.
Publicado: (2022)

Semi-supervised oblique predictive clustering trees
por: Stepišnik, Tomaž, et al.
Publicado: (2021)

An ensemble approach based on transformation functions for natural gas price forecasting considering optimal time delays
por: Saghi, Faramarz, et al.
Publicado: (2021)

LazyFox: fast and parallelized overlapping community detection in large graphs
por: Garrels, Tim, et al.
Publicado: (2023)

Comparison of the performance of skip lists and splay trees in classification of internet packets
por: Khezrian, Navid, et al.
Publicado: (2019)

Selection on X(1) + X(2) + ⋯ + X(m) via Cartesian product trees
por: Kreitzberg, Patrick, et al.
Publicado: (2021)

A new parallel multi-objective Harris hawk algorithm for predicting the mortality of COVID-19 patients
por: Dokeroglu, Tansel
Publicado: (2023)

Improving parallel executions by increasing task granularity in task-based runtime systems using acyclic DAG clustering
por: Bramas, Bérenger, et al.
Publicado: (2020)

A technique for parallel query optimization using MapReduce framework and a semantic-based clustering method
por: Azhir, Elham, et al.
Publicado: (2021)

Strongly solved Ostle: calculating a strong solution helps compose high-quality puzzles for recent games
por: Takizawa, Hiroki
Publicado: (2023)

Visual design of green information in urban environment based on global similarity calculation and multi-dimensional visualization technology
por: Wang, Junru
Publicado: (2023)

X-architecture Steiner minimal tree algorithm based on multi-strategy optimization discrete differential evolution
por: Liu, Genggeng, et al.
Publicado: (2021)

Enhanced Serpent algorithm using Lorenz 96 Chaos-based block key generation and parallel computing for RGB image encryption
por: Elshoush, Huwaida T., et al.
Publicado: (2021)

Discrete two dimensional Fourier transform in polar coordinates part II: numerical computation and approximation of the continuous transform
por: Yao, Xueyang, et al.
Publicado: (2020)

Cyber-attack method and perpetrator prediction using machine learning algorithms
por: Bilen, Abdulkadir, et al.
Publicado: (2021)

Enhancing semantic belief function to handle decision conflicts in SoS using k-means clustering
por: Elsayed, Eman K., et al.
Publicado: (2021)

Entropy based C4.5-SHO algorithm with information gain optimization in data mining
por: Reddy, G Sekhar, et al.
Publicado: (2021)

Deterministic clustering based compressive sensing scheme for fog-supported heterogeneous wireless sensor networks
por: Osamy, Walid, et al.
Publicado: (2021)

LOPDF: a framework for extracting and producing open data of scientific documents for smart digital libraries
por: Aslam, Muhammad Ahtisham
Publicado: (2021)

A dual model node based optimization algorithm for simultaneous escape routing in PCBs
por: Ali, Asad, et al.
Publicado: (2021)

FoBSim: an extensible open-source simulation tool for integrated fog-blockchain systems
por: Baniata, Hamza, et al.
Publicado: (2021)

Accurately predicting heat transfer performance of ground-coupled heat pump system using improved autoregressive model
por: Zhuang, Zhaoyi, et al.
Publicado: (2021)

A novel approach for solving travelling thief problem using enhanced simulated annealing
por: Ali, Hamid, et al.
Publicado: (2021)

A new Kmeans clustering model and its generalization achieved by joint spectral embedding and rotation
por: Huang, Wenna, et al.
Publicado: (2021)

Blockchain and smart contract for IoT enabled smart agriculture
por: Pranto, Tahmid Hasan, et al.
Publicado: (2021)

Coordinated ramp signal optimization framework based on time series flux-correlation analysis
por: Liu, Zhi, et al.
Publicado: (2021)

Petri Net based modeling and analysis for improved resource utilization in cloud computing
por: Rizwan Ali, Muhammad, et al.
Publicado: (2021)

Correct and stable sorting for overflow streaming data with a limited storage size and a uniprocessor
por: Chaikhan, Suluk, et al.
Publicado: (2021)

Numerical behavior of NVIDIA tensor cores
por: Fasi, Massimiliano, et al.
Publicado: (2021)

Performance analysis of lightweight CNN models to segment infectious lung tissues of COVID-19 cases from tomographic images
por: Iyer, Tharun J., et al.
Publicado: (2021)

An integrated cuckoo search optimizer for single and multi-objective optimization problems
por: Qi, Xiangbo, et al.
Publicado: (2021)

TKFIM: Top-K frequent itemset mining technique based on equivalence classes
por: Iqbal, Saood, et al.
Publicado: (2021)

An efficient approach for low latency processing in stream data
por: Bhatt, Nirav, et al.
Publicado: (2021)

Using algorithmic trading to analyze short term profitability of Bitcoin
por: Ahmad, Iftikhar, et al.
Publicado: (2021)

Addressing multiple bit/symbol errors in DRAM subsystem
por: Yeleswarapu, Ravikiran, et al.
Publicado: (2021)

Cannot write session to /tmp/vufind_sessions/sess_m0me6mqbjhp4frcv87prgj3kl5