Hedging option books using neural-SDE market models by Reisinger, C, Cohen, SN, Wang, S

Multilevel path branching for digital options by Giles, MB, Haji-Ali, A-L

“…We propose a new Monte Carlo-based estimator for digital options with assets modelled by a stochastic differential equation (SDE). The new estimator is based on repeated path splitting and relies on the correlation of approximate paths of the underlying SDE that share parts of a Brownian path. …”

Analysis of online learning algorithms in machine learning by Wang, Z

“…Further, we develop a new continuous-time stochastic gradient descent method for optimizing over the stationary distribution of SDE models. The novel idea of our algorithm is that the gradient estimate is simultaneously updated using forward propagation of the SDE state derivatives, which asymptotically converges to the direction of steepest descent. …”

Target detection and estimation using a stereo vision camera for autonomous navigation by Chow, Song Qian.

“…After these images have been captured, software programs like FlyCapture® SDK and Triclops® SDK, which are provided by Point Grey Research will be used to process the raw images. …”
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Visual immersive geometry by Liu, Zeyan

“…This project studied BS SDK and discovered a way to run FVRML (Functional-based extension of Virtual Reality Modeling Language) on the latest version of Mozilla Firefox browser (50.1.0) as well as the latest version of IE browser (Internet Explorer 11)…”
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Sphero robot controlled by using brain computer interface offline by Sun, Yaxiong

“…In this project, firstly the writer studies the SDK and API information of the Sphero robot, because the SDK and API introduce the knowledge of how to use computer connect and control the robot. …”
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Android application for assembly instruction in augmented reality setting by Kusuma, Adi Hartanto

“…In this project, Unity software is used with the plugin from Vuforia AR SDK that just released a 3D model target feature. …”
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Asymptotic analysis of deep residual networks by Cont, R, Rossier, A, Xu, R

“…We study the convergence of the hidden state dynamics in these scaling regimes, showing that one may obtain an ODE, a stochastic differential equation (SDE) or neither of these. In particular, our findings point to the existence of a diffusive regime in which the deep network limit is described by a class of stochastic differential equations (SDEs). …”

Adaptive filtering : implementation of algorithms on embedded processor by Lim, Keegan Tien Choon.

“…In this project, the author will perform real-time signal processing programming with fixed-point DSP processor, BF533 EZ-Kit, using SDK VisualDSP++ 5.0.…”
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Mobile application on transmission lines circuit design and analysis by Gan, Galvin Wei Jie

“…For the mobile application development to be successful, this project uses Android Studio Integrated Development Environment (IDE), Flutter Software Development Kit (SDK), and Dart Language.…”
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3D articulated skeleton extraction using a single consumer-grade depth camera by Lu, Xuequan, Deng, Zhigang, Luo, Jun, Chen, Wenzhi, Yeung, Sai-Kit, He, Ying

“…Moreover, the poses of our extracted skeletons are even comparable to those by KinectSDK, a well-known supervised pose estimation technique; for example, our method and KinectSDK achieves similar distance errors of 0.0497 and 0.0521.…”
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Drivers and challenges in raising the achievement of pupils from Bangladeshi, Somali and Turkish backgrounds (Research Report DCSF-RR226) by Strand, S, De Coulon, A, Meschi, E, Vorhaus, J, Frumkin, L, Ivins, C, Small, L, Sood, A, Gervais, M-C, Rehman, H

An AI powered nutrition information mobile application by Kwa, Daniel Shen Jun

“…Android Studio with Flutter Software Develop Kit (SDK) will be used to develop the mobile application and Python will be used to train AI models using both TensorFlow Lite and Google Colab.…”
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The trembling-hand problem for LTLf planning by Yu, P, Zhu, S, De Giacomo, G, Vardi, M

NTU campus E-bike Android project by Yao, Chang

“…This project is designed for devices with resolution 480*270, so other device may not suitable for this application, and the project is developed on android 1.6 SDK and tested working on android 2.1-update, other android firmware may not be supported.…”
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Geometric martingale Benamou–Brenier transport and geometric Bass martingales by Backhoff, J, Loeper, G, Obłój, J

“…We obtain an explicit representation for a geometric Bass martingale for given initial and terminal marginals, we characterise it as a solution to an SDE, and we show that geometric Brownian motion is the only process which is both an arithmetic and a geometric Bass martingale. …”

Android phone : remote control for Nikon and Canon DSLR cameras by Mohamed Ashraf Abu Samah.

“…With the protocol available, the various command packets were created based on the documentation provided by Nikon SDK as well as by understanding other camera controlling software. …”
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Detecting facial expressions from kinect camera by Muhammad Hafiz Bin Mohd Zakee

“…To detect the facial expressions, facial parameterization using Facial Action Coding System (FACS) were extracted from the recording by face tracking SDK provided by Microsoft Kinects. Four FACS trained annotators were employed to manually label the facial expressions by viewing a videotaped recording of 11 subject’s facial behaviours from Kinect Studio. …”
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Large-scale profiling of antibody reactivity to glycolipids in patients with Guillain-Barré syndrome by Thomma, RCM, Halstead, SK, de Koning, LC, Fehmi, J, Rinaldi, S, IGOS consortium

Posture detection for physical therapy application by Yeo, Nigel

“…The application was developed using Flutter SDK and Dart programming language and leverages the Body Detection package to detect the spatial locations of key body points as well as their geometrical angles. …”
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