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Concept lattice based composite classifiers for high predictability
2002
Journal of experimental and theoretical artificial intelligence (Print)
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In this paper, we integrate the simple base classifier (Naïve Bayes or Nearest Neighbor) into each node of the concept lattice to form a new composite classifier. ...
CLNB integrates the Naïve Bayes base classifier into concept nodes while CLNN incorporates the Nearest Neighbor base classifier into concept nodes. ...
The concept lattice template takes a base classifier class as its parameter. ...
doi:10.1080/09528130210164206
fatcat:yw3lajryyjdjzgyl2vso6ybrvq
Formal concept analysis for knowledge discovery from biological data
2017
International Journal of Data Mining and Bioinformatics
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2015 pre-print arXiv:1506.00366v1 fatcat:s72jqpzjtndb7jmvxmdlsmprh4
This review paper presents the applications of formal concept analysis for the analysis and knowledge discovery from biological data, including gene expression discretization, gene co-expression mining ...
It also presents a list of FCA-based software tools applied in biological domain and covers the challenges faced so far. ...
With the help of tripartite lattice, they classified protein from domain composite and their corresponding GO term description. ...
doi:10.1504/ijdmb.2017.10009312
fatcat:wdopyvkr4jh63loxlsv6z6dmie
Survey on Formal Concept Analysis Based Supervised Classification Techniques
[chapter]
2020
Frontiers in Artificial Intelligence and Applications
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We distinguish overall complete lattice methods, sub-lattice methods and concept cover methods. Methods based on ensemble classifiers rely on the use of many classifiers. ...
In this paper, we present a survey of many FCA-based approaches for classification by dividing them into methods based on a mono-classifier, methods based on ensemble classifiers and methods based on distributed ...
First, we introduced methods based on mono-classifier that regroup the methods based on full lattice, sub-lattice and cover concept. Second, we presented methods based on classifiers ensemble. ...
doi:10.3233/faia200762
fatcat:a4kasm3cxndxbogzree7mud5fe
A process to identify relevant substitutes for healing failed WS-* orchestrations
2015
Journal of Systems and Software
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A QoS-driven self-healing method for reliable web service composition was introduced in (Dai et al. (2009) ). The method predicts QoS and performance during composition. ...
FCA reveals specialization relationships (composition and substitution) between the concepts, and organizes them into concept lattices for facilitating the retrieval of service substitutes. ...
doi:10.1016/j.jss.2015.02.028
fatcat:owocleuc5zdl5oqcn6l72gyd2u
DFC
2021
International Journal of Artificial Intelligence and Machine Learning
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This paper presents a new approach to building a single part of the lattice with best possible concepts. This approach is based on parallel ensemble learning. ...
Recently, researchers have been interested in the ensemble methods (sequential/parallel) to combine a set of classifiers. The combination of classifiers is made by a vote technique. ...
Therefore, it cannot be used for classifiers based on Formal Concept Analysis. ...
doi:10.4018/ijaiml.20210701.oa3
fatcat:tpum4exuh5d2jjkx3eg2ueussu
Lattice Structures and Functionally Graded Materials Applications in Additive Manufacturing of Orthopedic Implants: A Review
2017
Journal of Manufacturing and Materials Processing
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One downside of metallic materials is the high stiffness and weight, which sometimes make them unsuitable for orthopedic implant. ...
A major benefit of these materials over composite and coated materials is that for FGM, the variation in composition is gradual, which reduces the stress concentration effects near the interface between ...
[101] proposed a similar optimization method based on the homogenization concept. ...
doi:10.3390/jmmp1020013
fatcat:swfpk4iinvgm5o47znoniwzfaa
A VERSATILE LATTICE BASED MODEL FOR SITUATION RECOGNITION FROM DYNAMIC AMBIENT SENSORS
2013
International Journal on Smart Sensing and Intelligent Systems
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labeled training data is critical for computation of situations.In this paper, we propose a versatile method based on formal concept analysis to overcome these difficulties in modelingsensor based situations.Our ...
The recognition results obtained have high precision and recall. ...
The concept lattice designed as Activity Lattice will be useful fordiscovery, prediction and as a browsing space for activity retrieval. ...
doi:10.21307/ijssis-2017-547
fatcat:opimrm3eybacri6imvdlpcvkuu
An Enormous Class of Double Half-Heusler Compounds with Low Thermal Conductivity
[article]
2019
arXiv
pre-print
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Thermoelectric performance of the state-of-the-art ternary half-Heusler compounds are limited by their intrinsically high lattice thermal conductivity (κ_L). ...
We demonstrate a dependable strategy to assist the search for low thermal conductivity half-Heuslers and point towards a huge composition space for implementing it. ...
We also classify the likelihood of a predicted quaternary half-Heusler to be depending on whether there are past experimental reports of the half-Heusler phase in associated NV ≠ 0 ternary systems (for ...
arXiv:1901.09800v1
fatcat:zckxebhaifdvdedpaszgumuysy
Model Discovery And Validation For The Qsar Problem Using Association Rule Mining
2007
Zenodo
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These approaches are based either on statistical methods or on predictive data mining. ...
Predictive data mining techniques use either neural networks, or genetic programming, or neuro-fuzzy knowledge. These approaches have a low explanatory capability or non at all. ...
-meaning a very highly toxic compound classified as medium or low; 2) a fifth of the high toxicity compounds could not be classified, most of them have been correctly classified, a sixth have been classified ...
doi:10.5281/zenodo.1080493
fatcat:7p6jrjpoyndenlhkd7sv5bckhi
Crystallography of Boundaries and Interfaces
1996
Acta Physica Polonica. A
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The main crystallographic concepts of characterizing interface structures are treated and reviewed. ...
Useful geometrical models for treating crystalline interfaces, especially homophase boundaries, are based on the concepts of -the coincidence site lattice (CSL), -the displacement shift complete (DSC) ...
Useful constructions for the treatment of the symmetry of bicrystals are -the concept of dichromatic pattern (dcp) [21] , -the concept of dichromatic complex (dc) [24] . ...
doi:10.12693/aphyspola.89.195
fatcat:qogpspp2kvcgjpmcfaxwgzq4pm
Information-predicting systems for the design of new materials
1993
Journal of Alloys and Compounds
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These predictive techniques are based on machine learning strategies. ...
In this paper we discuss the main principles for the cybernetic prediction of inorganic substances which would have predefined properties. ...
Such a high accuracy for a priori predictions is not ensured by any other known theoretical method. ...
doi:10.1016/0925-8388(93)90039-p
fatcat:6emxjl4rhzgtbegp4obblcagye
Mechanical design and multifunctional applications of chiral mechanical metamaterials: A review
2019
Materials & design
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Design of chiral mechanical metamaterials are reviewed, theoretical models are elaborated for exploring the deformation mechanisms. • Multifunctional mechanical benefits and limitations of chiral mechanical ...
past several years, making use of the node rotation and ligament bending deformation features of chiral elements, various types of 2D and 3D chiral mechanical metamaterials are designed and proposed for ...
Making use of coupled uniaxial and rotational deformations, chiral auxetics based composite damper structures are proposed for realizing high dissipation efficiency [115] . ...
doi:10.1016/j.matdes.2019.107950
fatcat:khmrjj26lnerpj5xmybthj76ia
Building Hierarchical Component Directories
2019
Journal of Object Technology
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This directory uses Formal Concept Analysis to build component type hierarchies thanks to a three step classification process that successively classifies functionality signatures, interfaces and, at last ...
Component-based development is the software paradigm focused on building applications using reusable software components. ...
Section 4 provides a high level overview of the three-step classification process in which we show how we classify functionality signatures, interfaces and component types based on substitution. ...
doi:10.5381/jot.2019.18.1.a2
fatcat:o5ckbf46fjeu3lomqzhvceirgm
Navigating the Complex Compositional Landscape of High-Entropy Alloys
[article]
2021
arXiv
pre-print
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2020 pre-print arXiv:2011.14403v1 fatcat:fhnoqi5xvbaxhmj3pn7eyt6bum
High-entropy alloys, which exist in the high-dimensional composition space, provide enormous unique opportunities for realizing unprecedented structural and functional properties. ...
In an alternative method, the effectiveness of using phenomenological features and data-inspired adaptive features in the prediction of the high-entropy solid solution phases and intermetallic alloy composites ...
The vast compositional flexibility of HEAs provides a new concept for discovering desirable properties. ...
arXiv:2011.14403v2
fatcat:r424l7eprjdjvpogp3vo4x7dyu
A medical terminology server
[chapter]
1994
Lecture Notes in Computer Science
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concepts. ...
In this paper we present GRAIL, the GALEN Terminology Server and make some remarks on the coupling of the classification-based clinical knowledge base (implemented in Smalltalk) with a relational database ...
It appears that (somewhat unsurprisingly): 1. storing a definition is better for applications with relatively small knowledge bases and high creation-to-retrieval rates. 2. storing a classified network ...
doi:10.1007/3-540-58435-8_232
fatcat:nvh72mtp35cadhjqxljq5vn2sa
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