Graduate School

  • Korea, Republic of

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2019

Explaining and Interpreting LSTMs

Arras, L., Arjona-Medina, J., Widrich, M., Montavon, G., Gillhofer, M., Müller, K. R., Hochreiter, S. & Samek, W., 2019 Jan 1, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Verlag, p. 211-238 28 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11700 LNCS).

Research output: Chapter in Book/Report/Conference proceedingChapter

3 Citations (Scopus)

Intra-subject Invariant Classification Modeling for Spectral Features in EEG Signals Using Decision Fusion Method

Dong, S. & Jeong, J., 2019 Jan 1, Biosystems and Biorobotics. Springer International Publishing, p. 1126-1130 5 p. (Biosystems and Biorobotics; vol. 21).

Research output: Chapter in Book/Report/Conference proceedingChapter

Layer-Wise Relevance Propagation: An Overview

Montavon, G., Binder, A., Lapuschkin, S., Samek, W. & Müller, K. R., 2019 Jan 1, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Verlag, p. 193-209 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11700 LNCS).

Research output: Chapter in Book/Report/Conference proceedingChapter

5 Citations (Scopus)

Practical guide for fungal gene prediction from genome assembly and RNA-seq reads by FunGAP

Min, B. & Choi, I-G., 2019 Jan 1, Methods in Molecular Biology. Humana Press Inc., p. 53-64 12 p. (Methods in Molecular Biology; vol. 1962).

Research output: Chapter in Book/Report/Conference proceedingChapter

Quantum-Chemical Insights from Interpretable Atomistic Neural Networks

Schütt, K. T., Gastegger, M., Tkatchenko, A. & Müller, K. R., 2019 Jan 1, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Verlag, p. 311-330 20 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11700 LNCS).

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Citation (Scopus)

Towards Explainable Artificial Intelligence

Samek, W. & Müller, K. R., 2019 Jan 1, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Verlag, p. 5-22 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11700 LNCS).

Research output: Chapter in Book/Report/Conference proceedingChapter

9 Citations (Scopus)

Understanding Patch-Based Learning of Video Data by Explaining Predictions

Anders, C. J., Montavon, G., Samek, W. & Müller, K. R., 2019 Jan 1, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Verlag, p. 297-309 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11700 LNCS).

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Citation (Scopus)
2018

Imaging genetics studies on susceptibility genes for major depressive disorder, the present and the future

Won, E., Ham, B-J. & Kim, Y. K., 2018 Jan 2, Biomedical and Neurobiological Background. Springer Singapore, Vol. 1. p. 17-39 23 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Mathematical modelling of CSF pulsatile flow in aqueduct cerebri

Czosnyka, Z., Kim, D. J., Balédent, O., Schmidt, E. A., Smielewski, P. & Czosnyka, M., 2018 Jan 1, Acta Neurochirurgica, Supplementum. Springer-Verlag Wien, p. 233-236 4 p. (Acta Neurochirurgica, Supplementum; vol. 126).

Research output: Chapter in Book/Report/Conference proceedingChapter

Sleep and sleep disorders in depression

Kang, S. G., Lee, H-J., Kim, L. & Winkelman, J. W., 2018 Jan 2, Understanding Depression: Clinical Manifestations, Diagnosis and Treatment. Springer Singapore, Vol. 2. p. 113-121 9 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

2017

An Introduction to Neural Networks and Deep Learning

Suk, H-I., 2017 Jan 30, Deep Learning for Medical Image Analysis. Elsevier Inc., p. 3-24 22 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

9 Citations (Scopus)

Effect of scaffolds with bone growth factors on new bone formation

Song, H. R., Teoh, S. H., Kim, H. J., Bae, J. H., Kim, S. E., Yun, Y. P., Qasim, M., Chan, J., Zhang, Z. Y., Oh, C. W. & Wang, J. H., 2017 Jan 1, Handbook of Intelligent Scaffolds for Tissue Engineering and Regenerative Medicine, 2nd Edition. Pan Stanford Publishing Pte. Ltd., p. 1113-1173 61 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

3 Citations (Scopus)
2016

Biochemistry and function of methionine sulfoxide reductase

Lee, B. C., 2016 Jan 1, Selenium: Its Molecular Biology and Role in Human Health, Fourth Edition. Springer International Publishing, p. 287-292 6 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Citation (Scopus)

Methods to enhance bone formation in distraction osteogenesis

Song, H. R., Lee, D. H., Kim, S. J. & Ramanathan, A. K., 2016 Jan 1, Pediatric Lower Limb Deformities: Principles and Techniques of Management. Springer International Publishing, p. 519-533 15 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Microbial ecology of nuts, seeds, and sprouts

Rhee, M-S., Kim, S. A. & Kim, N. H., 2016 Oct 6, Modeling the Microbial Ecology of Foods: Quantitative Microbiology in Food Processing. Wiley Blackwell, p. 390-415 26 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Perceptual robotics

Bülthoff, H., Wallraven, C. & Giese, M. A., 2016 Jan 1, Springer Handbook of Robotics. Springer International Publishing, p. 2095-2113 19 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Citation (Scopus)
2015

A hybrid of deep network and hidden markov model for MCI identification with resting-state fMRI

Suk, H-I., Lee, S. W. & Shen, D., 2015, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Verlag, Vol. 9349. p. 573-580 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9349).

Research output: Chapter in Book/Report/Conference proceedingChapter

12 Citations (Scopus)

Cellular longevity of budding yeast during replicative and chronological aging

Choi, K. M. & Lee, C-K., 2015 Jan 1, Aging Mechanisms: Longevity, Metabolism, and Brain Aging. Springer Japan, p. 89-109 21 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Expanded host diversity and global distribution of hantaviruses: Implications for identifying and investigating previously unrecognized hantaviral diseases

Yanagihara, R., Gu, S. H. & Song, J. W., 2015 Jan 1, Global Virology I-Identifying and Investigating Viral Diseases. Springer New York, p. 161-198 38 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

12 Citations (Scopus)
2014

Acidic Pretreatment

Jung, Y. H. & Kim, K. H., 2014 Oct 10, Pretreatment of Biomass: Processes and Technologies. Elsevier Inc., p. 27-50 24 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

22 Citations (Scopus)

Brain connectivity hyper-network for MCI classification

Jie, B., Shen, D. & Zhang, D., 2014, Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention. Vol. 17. p. 724-732 9 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

10 Citations (Scopus)

Combined technology for measuring skin diseases with molecular imaging

Park, G. M., Son, S. W., Lee, G. W., Ha, S. H., Lee, O. S., Kim, J. Y. & Oh, C. H., 2014 Jan 1, Non Invasive Diagnostic Techniques in Clinical Dermatology. Springer Berlin Heidelberg, p. 451-470 20 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Demethylation of RUNX3 by vincristine in colorectal adenocarcinoma cells.

Moon, J. W., Lee, S. K., Lee, J. O., Kim, J. H., Kim, N., Kim, J., Kim, H. S. & Park, S. H., 2014, Anticancer research. 1 ed. Vol. 34. p. 133-140 8 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

6 Citations (Scopus)

Estimating anatomically-correct reference model for craniomaxillofacial deformity via sparse representation

Ren, Y., Wang, L., Gaol, Y., Tang, Z., Chen, K. C. H., Li, J., Shen, S. G. F., Jin Yan, Y., Lee, P. K. M., Chow, B., Xia, J. J. & Shen, D., 2014, Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention. Vol. 17. p. 73-80 8 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

5 Citations (Scopus)

Machine Learning for Visual Concept Recognition and Ranking for Images

Binder, A., Samek, W., Muller, K. & Kawanabe, M., 2014 Jan 1, Cognitive Technologies. Springer Verlag, Vol. 39. p. 211-223 13 p. (Cognitive Technologies; vol. 39).

Research output: Chapter in Book/Report/Conference proceedingChapter

Maximum-margin based representation learning from multiple atlases for Alzheimer's disease classification

Min, R., Cheng, J., Price, T., Wu, G. & Shen, D., 2014, Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention. Vol. 17. p. 212-219 8 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

5 Citations (Scopus)

Meal time shift disturbs circadian rhythmicity along with metabolic and behavioral alterations in mice

Yoon, J. A., Han, D. H., Noh, J. Y., Kim, M. H., Son, G. H., Kim, K., Kim, C. J., Pak, Y. K. & Cho, S., 2014 Jan 1, Sleep, Circadian Rhythms, and Metabolism: The Rhythm of Life. Apple Academic Press, p. 189-215 27 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Methodologies Used for the Characterization of Nano- and Microcapsules

Nguyen, M. H., Aripin, N. F. K., Chen, X. G. & Park, H. J., 2014 Jun 3, Nano- and Microencapsulation for Foods. Wiley Blackwell, p. 65-94 30 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Citation (Scopus)

Multi-modality canonical feature selection for Alzheimer's disease diagnosis

Zhu, X., Suk, H. I. & Shen, D., 2014 Jan 1, Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention. Vol. 17. p. 162-169 8 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

19 Citations (Scopus)

Nighttime face recognition at large standoff: Cross-distance and cross-spectral matching

Kang, D., Han, H., Jain, A. K. & Lee, S. W., 2014 Dec 1, Pattern Recognition. 12 ed. Elsevier Ltd, Vol. 47. p. 3750-3766 17 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

47 Citations (Scopus)

Robust anatomical landmark detection for MR brain image registration.

Han, D., Gao, Y., Wu, G., Yap, P. T. & Shen, D., 2014 Jan 1, Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention. Pt 1 ed. Vol. 17. p. 186-193 8 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

13 Citations (Scopus)

Use of Engineered Nanoparticle-Based Fluorescence Methods for Live-Cell Phenomena

Pack, C. G., Jung, M. K., Song, M. R., Kim, J. S., Han, S. S. & Sako, Y., 2014 Mar 18, Fluorescence Microscopy: Super-Resolution and other Novel Techniques. Elsevier Inc., p. 153-169 17 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Wnt ligand binding to and regulation of dopamine D2 receptors

Yoon, S., Choi, M. H. & Baik, J-H., 2014 Dec 4, Dopamine Receptor Technologies. Springer New York, p. 65-78 14 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

2013

Highly improved light out-coupling of the organic light-emitting diodes by utilizing the simple and easy process based nano-scale random light-extraction structure

Park, Y. W., Park, T. H., Song, E. H., Shin, S. J., Kim, H., Lee, H. J., Hwang, J. H., Choi, K. B., Ju, B. K., Kim, J. S. & Lee, K. B., 2013, Digest of Technical Papers - SID International Symposium. 1 ed. Blackwell Publishing Ltd, Vol. 44. p. 920-922 3 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Kernels, pre-images and optimization

Snyder, J. C., Mika, S., Burke, K. & Muller, K., 2013 Jan 1, Empirical Inference: Festschrift in Honor of Vladimir N. Vapnik. Springer Berlin Heidelberg, p. 245-259 15 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

7 Citations (Scopus)

Processes and Applications for Edible Coating and Film Materials from Agropolymers

Park, H. J., Byun, Y. J., Kim, Y. T., Whiteside, W. S. & Bae, H. J., 2013 Oct 1, Innovations in Food Packaging: Second Edition. Elsevier Ltd., p. 257-275 19 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

8 Citations (Scopus)
2012

Deep Boltzmann machines and the centering trick

Montavon, G. & Muller, K., 2012 Dec 1, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Vol. 7700 LECTURE NO. p. 621-637 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7700 LECTURE NO).

Research output: Chapter in Book/Report/Conference proceedingChapter

32 Citations (Scopus)

Domain transfer learning for MCI conversion prediction.

Cheng, B., Zhang, D. & Shen, D., 2012 Dec 1, Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention. Pt 1 ed. Vol. 15. p. 82-90 9 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

33 Citations (Scopus)

Effect of scaffolds with bone growth factors on new bone formation

Song, H. R., Teoh, S. H., Wang, J. H., Kim, H. J., Bae, J. H., Kim, S. E., Chan, J., Zhang, Z. Y. & Oh, C. W., 2012 Jan 31, Handbook of Intelligent Scaffolds for Tissue Engineering and Regenerative Medicine. Pan Stanford Publishing Pte. Ltd., p. 871-901 31 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Emergence of groupwise registration in MR brain study

Wu, G., Jia, H., Wang, Q., Shi, F., Yap, P. T. & Shen, D., 2012 Jan 1, Biosignal Processing: Principles and Practices. CRC Press, p. 115-135 21 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

2 Citations (Scopus)

Hierarchical attribute-guided symmetric diffeomorphic registration for MR brain images.

Wu, G., Kim, M., Wang, Q. & Shen, D., 2012 Dec 1, Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention. Pt 2 ed. Vol. 15. p. 90-97 8 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

3 Citations (Scopus)

Initialising groupwise non-rigid registration using multiple parts+geometry models.

Zhang, P., Yap, P. T., Shen, D. & Cootes, T. F., 2012 Dec 1, Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention. Pt 3 ed. Vol. 15. p. 156-163 8 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

2 Citations (Scopus)

Large deformation diffeomorphic registration of diffusion-weighted images.

Zhang, P., Niethammer, M., Shen, D. & Yap, P. T., 2012 Dec 1, Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention. Pt 2 ed. Vol. 15. p. 171-178 8 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

6 Citations (Scopus)

Management of Sleep Disorders-Sleep Technology on Positional Therapy

Shin, C. & Lee, J. B., 2012 Jan 1, Intelligent Systems, Control and Automation: Science and Engineering. Springer Netherlands, p. 105-120 16 p. (Intelligent Systems, Control and Automation: Science and Engineering; vol. 64).

Research output: Chapter in Book/Report/Conference proceedingChapter

Microfluidic “on-the-fly” fabrication of microstructures for biomedical applications

Kang, E., Wong, S. F. & Lee, S. H., 2012 Jan 1, Microfluidic Technologies for Human Health. World Scientific Publishing Co., p. 293-310 18 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Non-local means resolution enhancement of lung 4D-CT data.

Zhang, Y., Wu, G., Yap, P. T., Feng, Q., Lian, J., Chen, W. & Shen, D., 2012 Dec 1, Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention. Pt 1 ed. Vol. 15. p. 214-222 9 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

3 Citations (Scopus)

Prostate segmentation by sparse representation based classification.

Gao, Y., Liao, S. & Shen, D., 2012 Dec 1, Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention. Pt 3 ed. Vol. 15. p. 451-458 8 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

14 Citations (Scopus)

Raman imaging probes for cancer research

Choo, J., Lee, S., Son, S. W., Oh, C. H., Shin, S. Y. & Lee, Y. H., 2012 Jan 1, Molecular Imaging Probes for Cancer Research. World Scientific Publishing Co., p. 545-565 21 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Regularization techniques to improve generalization

Müller, K. R., 2012 Dec 1, Neural Networks: Tricks of the Trade. Montavon, G., Muller, K-R., Orr, G. B. & Muller, K-R. (eds.). p. 49-51 3 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7700 LECTURE NO).

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Citation (Scopus)

Selenoprotein W

Kim, I. Y. & Jeong, D., 2012 Jan 1, Advanced Topics in Science and Technology in China. Springer, p. 97-105 9 p. (Advanced Topics in Science and Technology in China).

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Citation (Scopus)