User profiles for C.-J. Lin
Chih-Jen LinDistinguished professor, National Taiwan University and affiliated professor, MBZUAI Verified email at csie.ntu.edu.tw Cited by 121692 |
Observation of electron-antineutrino disappearance at Daya Bay
The Daya Bay Reactor Neutrino Experiment has measured a nonzero value for the neutrino
mixing angle θ 13 with a significance of 5.2 standard deviations. Antineutrinos from six 2.9 G …
mixing angle θ 13 with a significance of 5.2 standard deviations. Antineutrinos from six 2.9 G …
A comparison of methods for multiclass support vector machines
CW Hsu, CJ Lin - IEEE transactions on Neural Networks, 2002 - ieeexplore.ieee.org
Support vector machines (SVMs) were originally designed for binary classification. How to
effectively extend it for multiclass classification is still an ongoing research issue. Several …
effectively extend it for multiclass classification is still an ongoing research issue. Several …
Radiofrequency ablation improves prognosis compared with ethanol injection for hepatocellular carcinoma≤ 4 cm
SM Lin, CJ Lin, CC Lin, CW Hsu, YC Chen - Gastroenterology, 2004 - Elsevier
Background & Aims: The aim of this study was to compare the clinical outcome of percutaneous
radiofrequency (RF) ablation, conventional percutaneous ethanol injection (PEI), and …
radiofrequency (RF) ablation, conventional percutaneous ethanol injection (PEI), and …
On the convergence of multiplicative update algorithms for nonnegative matrix factorization
CJ Lin - IEEE Transactions on Neural Networks, 2007 - ieeexplore.ieee.org
… Lin [5] discusses conditions so the procedure is well defined. Theorem 1 [5, Th. 1]: If has …
However, Lin [5] stated that due to possible numerical inaccuracy, a mathematical example is …
However, Lin [5] stated that due to possible numerical inaccuracy, a mathematical example is …
Training v-Support Vector Classifiers: Theory and Algorithms
CC Chang, CJ Lin - Neural computation, 2001 - ieeexplore.ieee.org
… As LIBSVM also implements a decomposition method with q = 2 for C-SVM (Chang & Lin,
2000), we try to conduct some comparisons between C-SVM and ν-SVM. Note that these two …
2000), we try to conduct some comparisons between C-SVM and ν-SVM. Note that these two …
Review of particle physics
The Review summarizes much of particle physics and cosmology. Using data from previous
editions, plus 2,873 new measurements from 758 papers, we list, evaluate, and average …
editions, plus 2,873 new measurements from 758 papers, we list, evaluate, and average …
[PDF][PDF] LIBLINEAR: A library for large linear classification
LIBLINEAR is an open source library for large-scale linear classification. It supports logistic
regression and linear support vector machines. We provide easy-to-use command-line tools …
regression and linear support vector machines. We provide easy-to-use command-line tools …
Review of particle physics
The Review summarizes much of particle physics and cosmology. Using data from previous
editions, plus 3,062 new measurements from 721 papers, we list, evaluate, and average …
editions, plus 3,062 new measurements from 721 papers, we list, evaluate, and average …
Review of particle physics
The Review summarizes much of particle physics and cosmology. Using data from previous
editions, plus 2,143 new measurements from 709 papers, we list, evaluate, and average …
editions, plus 2,143 new measurements from 709 papers, we list, evaluate, and average …
[PDF][PDF] A study on sigmoid kernels for SVM and the training of non-PSD kernels by SMO-type methods
… If we carefully check the proof in (Lin 2001; Lin 2002), it can be extended to nonPSD Q if (1)
(29) holds and (2) a local minimum of the sub-problem is obtained in each iteration. Now we …
(29) holds and (2) a local minimum of the sub-problem is obtained in each iteration. Now we …