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Using Multivariate Statistics

Probability Distributions.- Linear Models for Regression.- Linear Models for Classification.- Neural Networks.- Kernel Methods.- Sparse Kernel Machines.- Graphical Models.- Mixture Models and EM.- Approximate Inference.- Sampling Methods.- Continuous Latent Variables.- Sequential Data.- Combining Models.

Pattern Recognition and Machine Learning

[서평]「The Unified Modeling Language User Guide」

Technical foundations introduction software reliability and system reliability the operational profile software reliability modelling survey model evaluation and recalibration techniques practices and experiences best current practice of SRE software reliability measurement experience measurement-based analysis of software reliability software fault and failure classification techniques trend analysis in validation and maintenance software reliability and field data analysis software reliability process assessment emerging techniques software reliability prediction metrics software reliability and testing fault-tolerant SRE software reliability using fault trees software reliability process simulation neural networks and software reliability. Appendices: software reliability tools software failure data set repository.

/pdf/handbook-of-software-reliability-engineering-32dwvaljmm.pdf

Handbook of software reliability engineering

コンピュータ・サイエンス : ACM computing surveys

Quality of modularization of source code is tested using different perspectives such as a structural modularity perspective, an architectural modularity perspective, a size perspective, and a similarity of purpose perspective. A history of changes in modularization may be kept such that the degree to which given source code is well-modularized can be determined over time. The changes made to the code by individual programmers may be kept, such that the degree to which their coding enhanced or harmed modularization may be tracked.

Evaluating programmer efficiency in maintaining software systems

Sodium-ion battery technology, the existing electrodes, and electrolytes are still in the early stage of development, and more intense research is necessary before moving to mass production and application. High capacity and rate capable electrodes are a mandate, and very few combinations of cathode, anode, and electrolyte have been reported with an excellent full cell performance with a long cycle life. Herein, we report for the first time an ultrahigh specific sodium discharge capacity (∼342 mA h g−1 at 0.1 A g−1 current rate) and excellent electrochemical performance of a doped ammonium vanadium oxide (NVO) cathode. The cathode performance exhibited >99% capacity retention after 50 cycles at a very high current rate of 2 A g−1. Furthermore, the present report demonstrates the full cell performance with a doped ammonium vanadium oxide (NVO) cathode against a hydrogenated sodium titanium oxide (NTO) anode. The full cell is capable of retaining 94% capacity after 400 cycles and also demonstrated its potential application in an LED-based table lamp. The present study shows a way to produce a rechargeable sodium-ion battery full cell and can be deciphered to facilitate large-scale renewable energy (RE) storage.

Exceptionally high sodium-ion battery cathode capacity based on doped ammonium vanadium oxide and a full cell SIB prototype study

https://iopscience.iop.org/article/10.1149/2.030406jes/pdf

Lithium Rich Composition of Li2RuO3 and Li2Ru1-xIrxO3 Layered Materials as Li-Ion Battery Cathode

http://jes.ecsdl.org/content/161/1/A14.full.pdf

Phase Transition, Electrochemistry, and Structural Studies of High Rate LixV3O8 Cathode with Nanoplate Morphology

Evaluation and enforcement of software design quality, in which a system applies design quality rules to a design of a software application to detect violations and provides output describing one or more violations of the design quality rules detected. Based on the output, the system receives user input to address the one or more violations of the design quality rules and, subsequent to receiving the user input, evaluates code developed for the software application for violations of the design quality rules to assess quality of the code being developed for the software application based on the design of the software application.

Santonu Sarkar

Papers

Evaluating programmer efficiency in maintaining software systems

Exceptionally high sodium-ion battery cathode capacity based on doped ammonium vanadium oxide and a full cell SIB prototype study

Lithium Rich Composition of Li2RuO3 and Li2Ru1-xIrxO3 Layered Materials as Li-Ion Battery Cathode

Phase Transition, Electrochemistry, and Structural Studies of High Rate LixV3O8 Cathode with Nanoplate Morphology

Evaluating and enforcing software design quality