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2020

Accurate Molecular Dynamics Enabled by Efficient Physically Constrained Machine Learning Approaches

Chmiela, S., Sauceda, H. E., Tkatchenko, A. & Müller, K. R., 2020, Lecture Notes in Physics. Springer, p. 129-154 26 p. (Lecture Notes in Physics; vol. 968).

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Citation (Scopus)

Construction of Machine Learned Force Fields with Quantum Chemical Accuracy: Applications and Chemical Insights

Sauceda, H. E., Chmiela, S., Poltavsky, I., Müller, K. R. & Tkatchenko, A., 2020, Lecture Notes in Physics. Springer, p. 277-307 31 p. (Lecture Notes in Physics; vol. 968).

Research output: Chapter in Book/Report/Conference proceedingChapter

Interpretable Deep Neural Network to Predict Estrogen Receptor Status from Haematoxylin-Eosin Images

Seegerer, P., Binder, A., Saitenmacher, R., Bockmayr, M., Alber, M., Jurmeister, P., Klauschen, F. & Müller, K. R., 2020, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer, p. 16-37 22 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12090 LNCS).

Research output: Chapter in Book/Report/Conference proceedingChapter

Introduction

Schütt, K. T., Chmiela, S., von Lilienfeld, O. A., Tkatchenko, A., Tsuda, K. & Müller, K. R., 2020, Lecture Notes in Physics. Springer, p. 1-4 4 p. (Lecture Notes in Physics; vol. 968).

Research output: Chapter in Book/Report/Conference proceedingChapter

Kernel Methods for Quantum Chemistry

Pronobis, W. & Müller, K. R., 2020, Lecture Notes in Physics. Springer, p. 25-36 12 p. (Lecture Notes in Physics; vol. 968).

Research output: Chapter in Book/Report/Conference proceedingChapter

Learning Representations of Molecules and Materials with Atomistic Neural Networks

Schütt, K. T., Tkatchenko, A. & Müller, K. R., 2020, Lecture Notes in Physics. Springer, p. 215-230 16 p. (Lecture Notes in Physics; vol. 968).

Research output: Chapter in Book/Report/Conference proceedingChapter

2019

Classification of cancer microscopic images via convolutional neural networks

Khan, M. A. & Choo, J., 2019 Jan 1, Lecture Notes in Bioengineering. Springer, p. 141-147 7 p. (Lecture Notes in Bioengineering).

Research output: Chapter in Book/Report/Conference proceedingChapter

Electromagnetic interference shielding using MXenes and their composites

Koo, C. M., Shahzad, F., Iqbal, A. & Kim, H., 2019 Oct 30, 2D Metal Carbides and Nitrides (MXenes): Structure, Properties and Applications. Springer International Publishing, p. 399-416 18 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

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)

IM-MS for Supramolecular Systems: Structures and Dynamics of Noncovalent Complexes From Solution to Gas Phase

Choi, T. S., Seo, J. & Kim, H. I., 2019 Jan 1, Comprehensive Analytical Chemistry. Elsevier B.V., p. 197-236 40 p. (Comprehensive Analytical Chemistry; vol. 83).

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Citation (Scopus)

Layer-Wise Relevance Propagation: An Overview

Montavon, G., Binder, A., Lapuschkin, S., Samek, W. & Müller, K. R., 2019, 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

7 Citations (Scopus)

Quantum-Chemical Insights from Interpretable Atomistic Neural Networks

Schütt, K. T., Gastegger, M., Tkatchenko, A. & Müller, K. R., 2019, 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)

Soil organic carbon dynamics: Impact of land use changes and management practices: A review

Ramesh, T., Bolan, N. S., Kirkham, M. B., Wijesekara, H., Kanchikerimath, M., Srinivasa Rao, C., Sandeep, S., Rinklebe, J., Ok, Y. S., Choudhury, B. U., Wang, H., Tang, C., Wang, X., Song, Z. & Freeman, O. W., 2019 Jan 1, Advances in Agronomy. Academic Press Inc., (Advances in Agronomy).

Research output: Chapter in Book/Report/Conference proceedingChapter

15 Citations (Scopus)

Sustainable sludge management by removing emerging contaminants from urban wastewater using carbon nanotubes

Sarkar, B., Mandal, S., Tsang, Y. F., Vithanage, M., Biswas, J. K., Yi, H., Dou, X. & Ok, Y. S., 2019 Jan 1, Industrial and Municipal Sludge: Emerging Concerns and Scope for Resource Recovery. Elsevier, p. 553-571 19 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Citation (Scopus)

Towards Explainable Artificial Intelligence

Samek, W. & Müller, K. R., 2019, 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

11 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

2 Citations (Scopus)
2018

Biochar as an (im)mobilizing agent for the potentially toxic elements in contaminated soils

Shaheen, S. M., El-Naggar, A., Wang, J., Hassan, N. E. E., Niazi, N. K., Wang, H., Tsang, D. C. W., Ok, Y. S., Bolan, N. & Rinklebe, J., 2018 Jan 1, Biochar from Biomass and Waste: Fundamentals and Applications. Elsevier, p. 255-274 20 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

8 Citations (Scopus)

CHAPTER 6: Thiol-epoxy and Amine-epoxy 'Click' Polymerizations

Stuparu, M. C. & Khan, A., 2018 Jan 1, Mechanochemistry in Materials. Tang, B. Z. & Qin, A. (eds.). 30 ed. Royal Society of Chemistry, p. 191-206 16 p. (RSC Polymer Chemistry Series; vol. 2018-January, no. 30).

Research output: Chapter in Book/Report/Conference proceedingChapter

Mechanics of the cell nucleus

Kim, D-H., Hah, J. & Wirtz, D., 2018 Jan 1, Advances in Experimental Medicine and Biology. Springer New York LLC, p. 41-55 15 p. (Advances in Experimental Medicine and Biology; vol. 1092).

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Citation (Scopus)

Redox-mediated biochar-contaminant interactions in soil

Xu, Y., Yan, Y., Obadamudalige, N. L., Ok, Y. S., Bolan, N. & Li, Q., 2018 Jan 1, Biochar from Biomass and Waste: Fundamentals and Applications. Elsevier, p. 409-419 11 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

3 Citations (Scopus)

Very fast reactions and extreme conditions

Kim, H. & Yoshida, J., 2018 Jan 1, Science of Synthesis. Georg Thieme Verlag, p. 223-242 20 p. (Science of Synthesis; vol. 5).

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

10 Citations (Scopus)

Chemical characterization of mine sites

Xiong, X., Tsang, D. C. W. & Ok, Y. S., 2017 Jan 1, Spoil to Soil: Mine Site Rehabilitation and Revegetation. CRC Press, p. 17-32 16 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Exploiting complex media for biomedical applications

Choi, Y., Kim, M. & Choi, W., 2017 Jan 1, Handbook of Photonics for Biomedical Engineering. Springer Netherlands, p. 271-301 31 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Recent progress of intelligent hydrogels for tissue engineering

Singh, S. V. B., Lim, D. K. & Khang, G., 2017 Jan 1, Handbook of Intelligent Scaffolds for Tissue Engineering and Regenerative Medicine, 2nd Edition. Pan Stanford Publishing Pte. Ltd., p. 217-241 25 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Thermal conduction behavior of graphene and graphene-polymer composites

Shahzad, F., Dildar Haider Naqvi, S. & Koo, C. M., 2017 Jan 1, Thermal Transport in Carbon-Based Nanomaterials. Elsevier Inc., p. 113-134 22 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Use of biowaste for mine site rehabilitation: A meta-analysis on soil carbon dynamics

Wijesekara, H., Bolan, N. S., Colyvas, K., Seshadri, B., Ok, Y. S., Awad, Y. M., Xu, Y., Thangavel, R., Surapaneni, A., Saint, C. & Vithanage, M., 2017 Jan 1, Spoil to Soil: Mine Site Rehabilitation and Revegetation. CRC Press, p. 59-74 16 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Citation (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)

Numerical and experimental investigation on solid desiccant-assisted mobile air-conditioning system

Lee, H. & Hwang, Y., 2016 Jan 1, Desiccant Heating, Ventilating, and Air-Conditioning Systems. Springer Singapore, p. 167-195 29 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

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)

Parallel balanced team formation clustering based on mapreduce

Kim, B. W., Kim, J. M., Lee, W. G. & Shon, J. G., 2015, Lecture Notes in Electrical Engineering. Springer Verlag, Vol. 373. p. 671-675 5 p. (Lecture Notes in Electrical Engineering; vol. 373).

Research output: Chapter in Book/Report/Conference proceedingChapter

2 Citations (Scopus)
2014

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)
2012

Controlled multiscale dewetting of self organized block copolymers

Huh, J. & Park, C., 2012, Manipulation of Nanoscale MaterialsAn Introduction to Nanoarchitectonic. Royal Society of Chemistry, p. 28-86 59 p. (RSC Nanoscience and Nanotechnology).

Research output: Chapter in Book/Report/Conference proceedingChapter

2 Citations (Scopus)

Conversion of degraded cropland to tree plantations for ecosystem and livelihood benefits

Khamzina, A., Lamers, J. P. A. & Vlek, P. L. G., 2012 Dec 1, Cotton, Water, Salts and Soums: Economic and Ecological Restructuring in Khorezm, Uzbekistan. Springer Netherlands, Vol. 9789400719637. p. 235-248 14 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

26 Citations (Scopus)

Deep Boltzmann machines and the centering trick

Montavon, G. & Müller, K. R., 2012, Neural Networks: Tricks of the Trade. Montavon, G., Muller, K-R., Orr, G. B. & Muller, K-R. (eds.). 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

33 Citations (Scopus)

Efficient backprop

LeCun, Y. A., Bottou, L., Orr, G. B. & Müller, K. R., 2012, Neural Networks: Tricks of the Trade. Montavon, G., Muller, K-R., Orr, G. B. & Muller, K-R. (eds.). p. 9-48 40 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

682 Citations (Scopus)

Photocatalytic Efficacy of 1-Dimensional Nanocomposite Electrode

Lee, J. K., Ding, B., Noh, J. & Hong, K. S., 2012 May 15, Energy Technology 2012: Carbon Dioxide Management and Other Technologies. John Wiley and Sons, p. 9-13 5 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Preface to the second edition

Montavon, G. & Müller, K. R., 2012, Neural Networks: Tricks of the Trade. Montavon, G., Muller, K-R., Orr, G. B. & Muller, K-R. (eds.). p. v-vii (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

Regularization techniques to improve generalization

Müller, K. R., 2012, 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)
2011

Brain-computer interfaces and visual activity

Vidaurre, C., Kübler, A., Tangermann, M., Müller, K. R. & Millán, J. D. R., 2011, Gaze Interaction and Applications of Eye Tracking: Advances in Assistive Technologies. IGI Global, p. 153-174 22 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

2 Citations (Scopus)

Nonexperimental impact evaluations

Jung, H. & Pirog, M. A., 2011, The Workforce Investment Act: Implementation Experiences and Evaluation Findings. W.E. Upjohn Institute, p. 407-430 24 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

3 Citations (Scopus)

Polysaccharide-Based Drug Conjugates for Tumor Targeting

Saravanakumar, G., Park, J. H., Kim, K. & Kwon, I. C., 2011 Dec 16, Drug Delivery in Oncology: From Basic Research to Cancer Therapy. Wiley-VCH, Vol. 2. p. 701-746 46 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

7 Citations (Scopus)

Reusing Nonhazardous Industrial Waste Across Business Clusters

Chertow, M. & Park, J., 2011, Waste. Elsevier Inc., p. 197-206 10 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

5 Citations (Scopus)
2010

Does second life mark the beginning of a new era of online shopping? Exploring the avatar-based shopping experience in virtual worlds

Moon, J. H., Sung, Y. & Choi, S. M., 2010, Handbook of Research on Digital Media and Advertising: User Generated Content Consumption. IGI Global, p. 232-247 16 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Growth is not just for the young: Growth narratives, eudaimonic resilience, and the aging self

Bauer, J. J. & Park, S. W., 2010 Jan 1, New Frontiers in Resilient Aging: Life-Strengths and Well-Being in Late Life. Cambridge University Press, p. 60-89 30 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

18 Citations (Scopus)
2009

Robustifying EEG data analysis by removing outliers

Krauledat, M., Dornhege, G., Blankertz, B. & Müller, K. R., 2009, Chaos and Complexity: New Research. Nova Science Publishers, Inc., p. 251-266 16 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

The role of atmospheric n deposition in soil acidification in forest ecosystems

Ok, Y. S., Chang, S. X. & Feng, Y., 2009 Jan, Ecology Research Progress. Nova Science Publishers, Inc., p. 47-77 31 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

2008

Heavy metal pollution, risk assessment and remediation in paddy soil environment: Research experiences and perspectives in Korea

Yang, J. E., Ok, Y. S., Kim, W. I. & Lee, J. S., 2008 Apr, Causes and Effects of Heavy Metal Pollution. Nova Science Publishers, Inc., p. 341-367 27 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

12 Citations (Scopus)
2007

Mechanistic evidence and efficiency of the Cr(VI) reduction in water by different sources of zerovalent irons

Yang, J. E., Kim, J. S., Ok, Y. S. & Yoo, K. R., 2007, Wastewater Reclamation and Reuse for Sustainability. Kim, I. S., Kim, S. & Cho, J. (eds.). 1-2 ed. p. 197-202 6 p. (Water Science and Technology; vol. 55, no. 1-2).

Research output: Chapter in Book/Report/Conference proceedingChapter

29 Citations (Scopus)
2006

The distinctions between state, parameter and graph dynamics in sensorimotor control and coordination

Saltzman, E., Nam, H., Goldstein, L. & Byrd, D., 2006, Motor Control and Learning. Springer US, p. 63-73 11 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

21 Citations (Scopus)