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| 1 | Deep-learning-based inverse design model for intelligent discovery of organic molecules显示文摘The discovery of high-performance functional materials is crucial for overcoming technical issues in modern industries.Extensive efforts have been devoted toward accelerating and facilitating this process,not only experimentally but also from the viewpoint of materials design.Recently,machine learning has attracted considerable attention,as it can provide rational guidelines for efficient material exploration without time-consuming iterations or prior human knowledge.In this regard,here we develop an inverse design model based on a deep encoder-decoder architecture for targeted molecular design.Inspired by neural machine language translation,the deep neural network encoder extracts hidden features between molecular structures and their material properties,while the recurrent neural network decoder reconstructs the extracted features into new molecular structures having the target properties.In material design tasks,the proposed fully data-driven methodology successfully learned design rules from the given databases and generated promising light-absorbing molecules and host materials for a phosphorescent organic light-emitting diode by creating new ligands and combinatorial rules. | Kyungdoc Kim Seokho Kang Jiho Yoo Youngchun Kwon Youngmin Nam Dongseon Lee Inkoo Kim Youn-Suk Choi Yongsik Jung Sangmo Kim Won-Joon Son Jhunmo Son Hyo Sug Lee Sunghan Kim Jaikwang Shin Sungwoo Hwang | 2018 | npj Computational Materials2018，，1： | 4 |
| 2 | An efficient frequency offset estimator for OFDM systems and its performance characteristics 显示文摘 | Yun Hee Kim lickho Song Seokho Yoon | 2001 | IEEE Transactions on Vehicular Technology2001，50，5： | 1 |
| 3 | Code Acquisition for DS/SS Communications in Non-Gaussian Impulsive Channels 显示文摘 | Seokho Yoon Iickho Song Sun Yong Kim | 2004 | IEEE Transaction on Communications2004，52，2： | 1 |
| 4 | Understanding the cultural differences in tourist motivation between anglo-american and japanese tourists 显示文摘 | Kim C Seokho L | 2000 | Journal of Travel and Tourism Marketing2000，，12： | 1 |
| 5 | Investi- gation on the Stability of HTS Power Cable Under Fault Current Considering Stabilizer显示文摘 | Seokho Kim Jae - Ho Kim JeonwookCho | 2007 | IEEE Transactions on Applied Superconductivity2007，17，2： | 1 |
| 6 | The roles of categorization, affective image and constraints on destination choice: An application of the NMNL model显示文摘 | Sung-kwon Hong Jae-hyun Kima Hochan Jangb Seokho Leeb | 2006 | Tourism Management2006，，27： | 1 |
| 7 | The Estima- tion of the Current Distribution onthe HTS Cable by Measuring the CircumferentialMagnetic Field 显示文摘 | Kideok Sire Seokho Kim Seokju Lee | 2010 | IEEE Transactions on Applied Superconductivity2010，20，3： | 1 |
| 8 | Investigation on the stability of HTS power cableunder fault current considering stabilizer显示文摘 | Seokho Kim Jae Ho Kim Jeonwook Cho | 2007 | IEEE Transactions on Applied Superconductivity2007，17，16： | 1 |
| 9 | A Price-and -Time-Slot -Negotiation Mechanism for Cloud Service Reservations显示文摘 | Seokho Son Kwang Mong Sim | 2012 | IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS-PART B: CYBERNETICS2012，，20： | 1 |
| 10 | A DS-CDMA code acquisition scheme robust to residual code phase ofset variation显示文摘 | Seokho Yoon lickho Song Sun YongKim | 2005 | IEEE Transactionson Vehicular Technology2005，49，6： | 1 |
| 11 | Twin- cell detection (TCD) :a code acquisition scheme in the presence of fractional doppler frequency offset显示文摘 | Yoon Seokho Kim Suk Chan Heo Jun | 2009 | IEEE Trans on Vehicular Technology2009，58，4： | 1 |
| 12 | An Efficient Frequency offset Estimator for OFDM Systems and Its Performance Characteristics 显示文摘 | Yun Hee Kim Iickho Song Seokho Yoon | 2001 | IEEE Transactions on Vehicular Technology (S0018-9545)2001，50，5： | 1 |
| 13 | Twin-cell detection(TCD):a code acquisition scheme in the presence of fractional Doppler frequency offset显示文摘 | SEOKHO Y SUK C K JUN H | 2009 | IEEE Trans on Vehicular Technology2009，58，4： | 1 |
| 14 | Expanding the individual choice-set model to couples' honeymoon destination selection process显示文摘 | HOCHAN JANG SEOKHO LEE SANG-WOO LEE SUNG-KWON HONG | 2006 | Toufism Management2006，，11： | 1 |
| 15 | Cancer upregulated gene 2, a novel oncogene, enhances migration anddrug resistance of colon cancer cells via STAT1 activation显示文摘 | Waraporn Malilas Sang Koh Seokho Kim Ratakorn Srisuttee Il-Rae Cho Jeong Moon Hwa-Seung Yoo Sangtaek Oh Randal Johnston Young-Hwa Chung | 2013 | International Journal of Oncology2013，，4： | 1 |
| 16 | An efficient frequency offset estimator for OFDM systems and its performance characteristics显示文摘 | YUN H K IICKHO S SEOKHO Y | 2001 | IEEE Transaction on Vehicular Technology2001，50，5： | 1 |
| 17 | A Price-and-Time-Slot-Negotiation Mechanism for Cloud Service Reservations 显示文摘 | SEOKHO S KWANG M S | 2012 | IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS-PART B: CYBERNETICS2012，2012，3： | 1 |
| 18 | An efficient frequency offset estimator for OFDM systems and its performance characteristics 显示文摘 | Yun Hee Kim lickho Song Seokho Yoon and So Ryoung Park | 2001 | IEEE Transactions on Vehicular Technology2001，50，5： | 1 |
| 19 | A multicarrier CDMA system with adaptive subchannel allocation for forward links显示文摘 | YUN H K LICKHO SEOKHO Y | 1999 | IEEE Trans Vehicular Technology1999，48，5： | 1 |
| 20 | An efficient frequency offset estimator for OFDM systems and its performance characteristics显示文摘 | Yun Hee Kim Iickho Song Seokho Yoon | 2001 | IEEE Transactions on Vehicular Technology2001，50，5： | 1 |
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