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| 1 | How do machine learning techniques help in increasing accuracy of landslide susceptibility maps?显示文摘Landslides are abundant in mountainous regions.They are responsible for substantial damages and losses in those areas.The A1 Highway,which is an important road in Algeria,was sometimes constructed in mountainous and/or semi-mountainous areas.Previous studies of landslide susceptibility mapping conducted near this road using statistical and expert methods have yielded ordinary results.In this research,we are interested in how do machine learning techniques help in increasing accuracy of landslide susceptibility maps in the vicinity of the A1 Highway corridor.To do this,an important section at Ain Bouziane(NE,Algeria) is chosen as a case study to evaluate the landslide susceptibility using three different machine learning methods,namely,random forest(RF),support vector machine(SVM),and boosted regression tree(BRT).First,an inventory map and nine input factors were prepared for landslide susceptibility mapping(LSM) analyses.The three models were constructed to find the most susceptible areas to this phenomenon.The results were assessed by calculating the receiver operating characteristic(ROC) curve,the standard error(Std.error),and the confidence interval(CI) at 95%.The RF model reached the highest predictive accuracy(AUC=97.2%) comparatively to the other models.The outcomes of this research proved that the obtained machine learning models had the ability to predict future landslide locations in this important road section.In addition,their application gives an improvement of the accuracy of LSMs near the road corridor.The machine learning models may become an important prediction tool that will identify landslide alleviation actions. | Yacine Achour Hamid Reza Pourghasemi | 2020 | Geoscience Frontiers2020，11，3： | 11 |
| 2 | A roadmap for security challenges in the Internet of Things显示文摘 | Arbia Riahi Sfar Enrico Natalizio Yacine Challal Zied Chtourou | 2018 | Digital Communications and Networks2018，4，2： | 5 |
| 3 | Structural, optical and electrical properties of zinc oxide thin films deposited by a spray pyrolysis technique显示文摘Zinc oxide(ZnO) thin films were deposited on glass substrates by spray pyrolysis technique decomposition of zinc acetate dihydrate in an ethanol solution with 30 m L of deposition rate, the ZnO thin films were deposited at two different temperatures: 300 and 350°C. The substrates were heated using the solar cells method.The substrate was R217102 glass, whose size was 30 17.5 1 mm3. The films exhibit a hexagonal wurtzite structure with a strong(002) preferred orientation. The higher value of crystallite size is attained for sprayed films at 350°C, which is probably due to an improvement of the crystallinity of the films at this point. The average transmittance of obtain films is about 90%–95%, as measured by a UV–vis analyzer. The band gap energy varies from 3.265 to 3.294 e V for the deposited Zn O thin film at 300 and 350°C, respectively. The electrical resistivity measured of our films are in the order 0.36 cm. | Yacine Aoun Boubaker Benhaoua Brahim Gasmi Said Benramache | 2015 | Journal of Semiconductors2015，36，1： | 2 |
| 4 | A re-investigation of resveratrol synthesis by Perkins reaction显示文摘 | Solladié G Yacine P J Maignan J | 2003 | Tetrahedron2003，59，： | 1 |
| 5 | Rap1-Rac1 Circuits Potentiate Platelet Activation显示文摘 | Lucia Stefanini Yacine Boulaftali Timothy D. Ouellette Michael Holinstat Laurent Désiré Bertrand Leblond Patrick Andre Pamela B. Conley Wolfgang Bergmeier | 2012 | Arteriosclerosis, Thrombosis, and Vascular Biology2012，，： | 1 |
| 6 | A new worm propagation threat in bit torrent:Modeling and analysis显示文摘 | S Hatahet A Bouabdallah C Yacine | 2010 | Telecommunication Systems2010，45，23： | 1 |
| 7 | Do venture capitalists reduce underpricing and underperformance of IPOs 显示文摘 | Yacine Belghitar and Rob Dixon | 2012 | Applied Fi- nancial Economics2012，22，： | 1 |
| 8 | Learning Objects Based Framework for Self-Adaptive Learning显示文摘 | YACINE ATIF | 2003 | Kluwer Academic Publishers2003，，8： | 1 |
| 9 | Pasturol-Jacopéand Jeam Maigaran显示文摘 | | 2003 | Tetrahedron2003，59，： | 1 |
| 10 | Analytical Prediction of Eddy-Current Loss in Modular Tubular Permanent Magnet Machines 显示文摘 | Yacine Amara Jiabin Wang David Howe | 2005 | IEEE Transactions on Energy Conversion2005，20，4： | 1 |
| 11 | Nonparametric Risk Management and implied Risk 显示文摘 | Yacine Alt-Sahalia Andrew W Lo | 2000 | Journal of econometrics2000，94，： | 1 |
| 12 | Electric load forecasting based on statistical robust methods显示文摘 | Yacine C Patrick P Lamine M | 2011 | IEEE Transactions on Power System2011，26，3： | 1 |
| 13 | A GPU Tile-Load-Maparchitecture for terrain rendering:theory and applica-tions显示文摘 | Yacine Amara Xavier Marsault | 2009 | Vis Comput2009，25，： | 1 |
| 14 | Does cropping modify the decomposition function and the diversity of the soil microbial community of tropical fallow soil?显示文摘 | Sai dou Nourou Sail Dominique Masse Ndeye Yacine Badiane Ndour | 2006 | Applied Soil Ecology2006，31，3： | 1 |
| 15 | A New Topology of Hybrid Synchronous Machine 显示文摘 | Yacine Amara | 2001 | IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS2001，37，5： | 1 |
| 16 | Analysis of the impact of the RFID technology on redueingproduct misplacement errors at re- tail stores显示文摘 | Yacine Rekik Evren Sahin Yves Dallery | 2008 | International Journal of Production Economies2008，112，： | 1 |
| 17 | A new weighted shortest path tree for converge cast traffic routing in WSN显示文摘 | BECHKIT Walid KOUDIL Mouloud CHALLAL Yacine | | 0，，13： | 1 |
| 18 | Out of sample forecasts of quadratic variation显示文摘 | Yacine A?t-Sahalia Loriano Mancini | 2008 | Journal of Econometrics2008，，1： | 1 |
| 19 | Exact maximum' likelihood estimates for SIRV covariance matrix: existence and algorithm analysis 显示文摘 | Yacine C Pascal F | 2008 | IEEE Transactions on Signal Processing2008，56，10： | 1 |
| 20 | Nonparametric pricing of interest rate derivative securities 显示文摘 | Yacine Ait-Sahalia | 1996 | Econometrica1996，64，3： | 1 |
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