Digital Commons Network^™

A Framework Of Lightweight Deep Cross-Connected Convolution Kernel Mapping Support Vector Machines, Qi Wang, Zhaoying Liu, Ting Zhang, Shanshan Tu, Yujian Li, Muhammad Waqas

Research outputs 2022 to 2026

Deep kernel mapping support vector machines have achieved good results in numerous tasks by mapping features from a low-dimensional space to a high-dimensional space and then using support vector machines for classification. However, the depth kernel mapping support vector machine does not take into account the connection of different dimensional spaces and increases the model parameters. To further improve the recognition capability of deep kernel mapping support vector machines while reducing the number of model parameters, this paper proposes a framework of Lightweight Deep Convolutional Cross-Connected Kernel Mapping Support Vector Machines (LC-CKMSVM). The framework consists of a feature extraction module …

Toolkit Of Methods For Feminist Participatory Action Research: Empowering Women, Transforming Systems, Trimita Chakma, Naomi Joy Godden, Kavita Naidu

Research outputs 2022 to 2026

This Toolkit was developed following a series of training workshops on Feminist Participatory Action Research (FPAR) concepts and methods with Oxfam Cambodia’s Inclusion Project 2 (IP2) partners from Lao, Myanmar, Cambodia, Thailand and Vietnam. The training provided targeted capacity support and technical assistance to the IP2 partners to develop gender-responsive advocacy activities on water governance in the Mekong region.

This Toolkit was developed to provide guidance to IP2 partners on how to use FPAR methods in their ongoing activities and advocacy. However, FPAR is a process and is not issue-specific. As such, the Toolkit can also be used by communities, …

Escape Velocity Walks The City: Kindness And Intimacy In Public Space In The Transgender And Gender Diverse Teen Experience, Renée Newman

Research outputs 2022 to 2026

Escape Velocity Walks the City took place 23rd-26th October 2019 as part of the Future Echoes Festival in Melbourne, Australia. Created by Rosana Cade with Ivor MacAskill, Laurie Brown and St Martins Youth Theatre, audience and performer walk and talk together through the inner city of Melbourne. Walking and sitting, hand in hand with transgender and gender non-conforming teens, the performance was often silent, uneasy and yet, kind. Simultaneously fragile and powerful the work provoked a gentle expectation to open our hearts and minds. From the surreal zone of isolation (mid COVID-19 pandemic) this paper is a memory of a …