#AI #MachineLearning #TechBlog
#AI #MachineLearning #TechBlog
Optimal chemo-immunotherapy scheduling: A hybrid QPSO-SQP approach with Michaelis-Menten pharmacodynamics
https://arxiv.org/abs/2609.11213
Optimal chemo-immunotherapy scheduling: A hybrid QPSO-SQP approach with Michaelis-Menten pharmacodynamics
https://arxiv.org/abs/2609.11213
Title: Optimal chemo-immunotherapy scheduling: A hybrid QPSO-SQP approach with Michaelis-Menten pharmacodynamics
Authors: Bereket Sitotaw Kidane, Md Samiul Haque Motayed, Shuo Wang
Read more: https://arxiv.org/abs/2609.11213
Title: Optimal chemo-immunotherapy scheduling: A hybrid QPSO-SQP approach with Michaelis-Menten pharmacodynamics
Authors: Bereket Sitotaw Kidane, Md Samiul Haque Motayed, Shuo Wang
Read more: https://arxiv.org/abs/2609.11213
At our #GESISsummerschool, @lydiarepke.bsky.social explored how AI can support questionnaire evaluation and help design better questions – without replacing survey methodologists.
👉 Read more about The Algorithm Behind SQP 3.0: sqp.gesis.org 👇
𝗖𝗮𝗻 𝘄𝗲 𝗽𝗿𝗲𝗱𝗶𝗰𝘁 𝗵𝗼𝘄 𝘄𝗲𝗹𝗹 𝗮 𝘀𝘂𝗿𝘃𝗲𝘆 𝗾𝘂𝗲𝘀𝘁𝗶𝗼𝗻 𝘄𝗶𝗹𝗹 𝗺𝗲𝗮𝘀𝘂𝗿𝗲 𝘄𝗵𝗮𝘁 𝗶𝘁 𝗶𝘀 𝘀𝘂𝗽𝗽𝗼𝘀𝗲𝗱 𝘁𝗼 𝗺𝗲𝗮𝘀𝘂𝗿𝗲 𝙗𝙚𝙛𝙤𝙧𝙚 𝘄𝗲 𝗲𝘃𝗲𝗻 𝗰𝗼𝗹𝗹𝗲𝗰𝘁 𝘁𝗵𝗲 𝗱𝗮𝘁𝗮?
At our #GESISsummerschool, @lydiarepke.bsky.social explored how AI can support questionnaire evaluation and help design better questions – without replacing survey methodologists.
👉 Read more about The Algorithm Behind SQP 3.0: sqp.gesis.org 👇
Quite a lot. The SQP algorithm uses question characteristics & thousands of MTMM experiments to predict measurement quality. But theory, pretesting & validation remain essential to establish what a question measures.
𝗖𝗮𝗻 𝘄𝗲 𝗽𝗿𝗲𝗱𝗶𝗰𝘁 𝗵𝗼𝘄 𝘄𝗲𝗹𝗹 𝗮 𝘀𝘂𝗿𝘃𝗲𝘆 𝗾𝘂𝗲𝘀𝘁𝗶𝗼𝗻 𝘄𝗶𝗹𝗹 𝗺𝗲𝗮𝘀𝘂𝗿𝗲 𝘄𝗵𝗮𝘁 𝗶𝘁 𝗶𝘀 𝘀𝘂𝗽𝗽𝗼𝘀𝗲𝗱 𝘁𝗼 𝗺𝗲𝗮𝘀𝘂𝗿𝗲 𝙗𝙚𝙛𝙤𝙧𝙚 𝘄𝗲 𝗲𝘃𝗲𝗻 𝗰𝗼𝗹𝗹𝗲𝗰𝘁 𝘁𝗵𝗲 𝗱𝗮𝘁𝗮?
Quite a lot. The SQP algorithm uses question characteristics & thousands of MTMM experiments to predict measurement quality. But theory, pretesting & validation remain essential to establish what a question measures.
But whether we chose the right construct, only theory, pretesting & validation can tell. Think of SQP as a navigation system: it helps find a good route, but we still need to know where we’re going.
But whether we chose the right construct, only theory, pretesting & validation can tell. Think of SQP as a navigation system: it helps find a good route, but we still need to know where we’re going.
🔹 Elastic Net
🔹 Boosting
🔹 Random Forest
And the winner? Random Forest.
It is now the prediction algorithm implemented in SQP 3.0.
🔹 Elastic Net
🔹 Boosting
🔹 Random Forest
And the winner? Random Forest.
It is now the prediction algorithm implemented in SQP 3.0.
𝗖𝗮𝗻 𝘄𝗲 𝗽𝗿𝗲𝗱𝗶𝗰𝘁 𝗵𝗼𝘄 𝘄𝗲𝗹𝗹 𝗮 𝘀𝘂𝗿𝘃𝗲𝘆 𝗾𝘂𝗲𝘀𝘁𝗶𝗼𝗻 𝘄𝗶𝗹𝗹 𝗺𝗲𝗮𝘀𝘂𝗿𝗲 𝘄𝗵𝗮𝘁 𝗶𝘁 𝗶𝘀 𝘀𝘂𝗽𝗽𝗼𝘀𝗲𝗱 𝘁𝗼 𝗺𝗲𝗮𝘀𝘂𝗿𝗲 𝙗𝙚𝙛𝙤𝙧𝙚 𝘄𝗲 𝗲𝘃𝗲𝗻 𝗰𝗼𝗹𝗹𝗲𝗰𝘁 𝘁𝗵𝗲 𝗱𝗮𝘁𝗮?
𝗖𝗮𝗻 𝘄𝗲 𝗽𝗿𝗲𝗱𝗶𝗰𝘁 𝗵𝗼𝘄 𝘄𝗲𝗹𝗹 𝗮 𝘀𝘂𝗿𝘃𝗲𝘆 𝗾𝘂𝗲𝘀𝘁𝗶𝗼𝗻 𝘄𝗶𝗹𝗹 𝗺𝗲𝗮𝘀𝘂𝗿𝗲 𝘄𝗵𝗮𝘁 𝗶𝘁 𝗶𝘀 𝘀𝘂𝗽𝗽𝗼𝘀𝗲𝗱 𝘁𝗼 𝗺𝗲𝗮𝘀𝘂𝗿𝗲 𝙗𝙚𝙛𝙤𝙧𝙚 𝘄𝗲 𝗲𝘃𝗲𝗻 𝗰𝗼𝗹𝗹𝗲𝗰𝘁 𝘁𝗵𝗲 𝗱𝗮𝘁𝗮?