Weighted online sequential extreme learning machine for class imbalance learning by Lin, Zhiping, Mirza, Bilal., Toh, Kar-Ann.

“…In this paper, we propose a weighted online sequential extreme learning machine (WOS-ELM) algorithm for class imbalance learning (CIL). …”
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Further studies of extreme learning machine and compressed signal detection by Cao, Jiuwen

“…In Chapter 1, we give literature reviews of extreme learning machine (ELM) and compressed sensing (CS). In part I of the thesis (Chapters 2, 3, and 4), we consider the recent ELM for training neural networks and present several improved algorithms. …”
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Extreme learning machine for classification and clustering on multiview data by Chen, Jichao

“…The ELM auto-encoder (ELM-AE) is adopted for feature extraction and feature fusion, and an ELM classifier is ultilized for the final classification. …”
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Development of localization algorithms for a WiFi based indoor positioning system with machine learning techniques by Lu, Xiaoxuan

“…We model the indoor positioning problem under a non-parametric stochastic framework, and modify the well-known ML tool, extreme learning machine (ELM), to achieve the above goal. Firstly, under the assumption that noises merely lie in input data, we modify ELM by introducing a dead zone, which is called DZ-ELM, and integrate it into our IPS. …”
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Extreme learning machine based speaker recognition by Hu, Zongjiang.

“…Finally and most importantly, the performance of ELM and SVM will be compared. With the results shown in Chapter 6, we can draw the conclusion that ELM is superior to SVM in terms of tuning simplicity, time efficiency and testing accuracy.…”
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Enhanced extreme learning machines for image classification by Cui, Dongshun

“…Among numerous machine learning methods, we choose the Extreme Learning Machine (ELM) for our image classification applications. …”
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In vitro evaluation of oral contraceptives on long-tailed macaque (Macaca fascicularis) primary ovarian cells by Muhammed, Mikail, Tengku Azizan, Tengku Rinalfi Putra, Mohd Noor, Mohd Hezmee, Abu Hassim, Hasliza, Che'Amat, Azlan, Saleh, Annas Bin, Han, Mark Hiew Wen, Ab Latip, Mohd Qayyum

“…Hence, we conclude that human oral contraceptives (Nordette, Noriday, and Ella) are safe and effective in long-tailed macaque ovarian cells as such could be used to develop non-invasive oral contraceptives for controlling the population of long-tailed macaques as an alternative population control method.…”
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Sequential learning for extreme learning machine by Liang, Nanying

“…A novel sequential learning algorihtm for training Single Hidden Layer Feedforward Neural Network (SLFN), Online Sequential Extreme Learning Machine (OS-ELM) is proposed. OS-ELM is based on the combination of Extreme Learning Machine (ELM) and the recursive least-squares (RLS) algorithm. …”
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Short-term load forecasting by wavelet transform and evolutionary extreme learning machine by Li, Song, Wang, Peng, Goel, Lalit

“…Each component of the load series is then separately forecasted by a hybrid model of ELM and MABC (ELM-MABC). The global search technique MABC is developed to find the best parameters of input weights and hidden biases for ELM. …”
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ADC architectures for low power analog machine learning by David Bose, Christin

“…First, a 1-bit ADC (current comparator) is designed for application in a novel ELM based conditional branch prediction system designed for pipelined processors. …”
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Development of a safety monitoring system in building construction by Yeni Susanti

“…Not only it could affect the performance of work in the future, it could also get severe as one gets older. Getting back injury in the construction industry is quite common, considering that back injury has been the top contributor to the musculoskeletal disorder cases in Singapore for the past 3.5 years. …”
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EEG based mind controlled car by Li, Yue

“…Furthermore, in order to demo the result, we built a remote control car which controlled by the classification result from ELM classifier.…”
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Emotional states classification from brain signals by Lee, Vinson Bing Jun.

“…Results from the experimental data have indicated that Kernel ELM is the best option as opposed to other SVM variants. …”
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Extreme learning machine based fast object recognition by Xu, Jiantao, Zhou, Hongming, Huang, Guang-Bin

“…Besides, the parameter tuning process for ELM is much easier than SVM as well.…”
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Control of a micro-forging system by Loh, Patrick Jin Kun.

“…Micro forging enable us to save cost and at the same time increases productivity, but as the forged material gets smaller it is inevitable to face problem such as size effect and also the struggle to keep surface roughness at a constant. …”
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Universal machine learning classifier using extreme learning machines by Chen, Jinnan

“…In order to get a universal classifier, we proposed a method to identify the classification type in advance through detecting the feature of the training samples and ensemble the algorithms together to make it a more robust universal classifier which could handle more sophisticated datasets. …”
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Low-power processors for implantable epileptic seizure detection system by Baihaqi, Muhammad Rayhan

“…Extreme Learning Machine (ELM) has gained some attentions recently, due to the fact that learning speed of ELM is really fast compared to the traditional learning algorithm. …”
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Electromagnetic (EM) propagation through iron (III) oxide-based building materials embedded with electrically small antennas at microwave frequencies (part 1) by Sheng, Lin

“…Moreover, it was also found that embedding ESA inside concrete will result in the increase of resonant frequency over time as the concrete cures.…”
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Forest warrior : a virtual reality application to enhance climate change awareness by Sankar, Ahkshara

“…The action of slashing paper subconsciously evokes awareness about the abundant and mostly unnecessary use of paper. As the papers get slashed, the forest gets restored. The immediate change in the environment and the visual representation of the greenery blooming back to life accentuate the importance of cutting down the usage of paper. …”
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Investigation of flow over textured surfaces by Koh, Ti Kiat

“…The chemicals used were Hydrochloric Acid (HCL), Sodium Hydroxide (NaOH) and Ethanol with Stearic Acid (ESA). HCL and NaOH were used to alter the surface of AA 6061 while ESA was used to lower the surface energy of the samples. …”
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