class: center, middle, inverse, title-slide # Weekly Update for October 15 ### 2018/08/15 --- class: inverse # About Slides --- class: primary # New CSAFE slide template We're now using [`xaringan`](https://github.com/yihui/xaringan) What's changed: - New person slide: ```` --- class: inverse # Your Name ```` --- class: secondary - New content slide with title: ```` --- class: primary # Title of slide Slide content ```` - New content slide without title: ```` --- class: secondary Slide content with no title on slide ```` --- class: inverse # Sample User --- class: primary # Sample Slide - Sample Table. Sam Tyner talked about the three must-haves of your summary: | Must-have | It means | | :------ | :------- | | Context | Why are you doing what you're doing? "I'm working on X project in order to Y" | | Content | What are you doing? "I wrote X function that does Y" or "I ran a simulation of Z" | | Conclusion | What did you learn? "This will help me because it..." or "This important because it gets us to..." | --- class: secondary - If you are going to add an image, **create a directory** with your name within "images" folder. For example, "images/**guillermo**/handwritten_logo.png" <img src = "images/guillermo/handwritten_logo.png" width="65%"/> --- class: inverse # Soyoung --- class: primary # Fall semester plans: - Shoes + Wrap up shoe analysis using edges and SURF + Compare the performance with other methods such as phase only correlations, Fourier-Mellin transformation correlation + Do analysis with CSAFE shoe data + Submit papers regarding shoe analysis soon! - Research on "uncertainty pyramid" with Steve and Hari at NIST - Glass analysis with Sam + Exploratory analysis + Various covariance estimations + Submit papers! - Working on book chapters of glass and shoes funded by ROpenSci Fellowship --- class: inverse # Amy --- class: primary # Fall Semester Goals - **Data Collection** - </font> <font color="red">Moving (slowly).</font> - **FlashID Data** - </font> <font color="red">Update install scheduled for tomorrow morning!</font> - Expand Bayesian hierarchical model - **Formal Model Selection** - </font> <font color="red">Cleaning up code.</font> - </font> <font color="red">Methods other than DIC.</font> - Tests and Intervals - Validation - Write and submit a paper on that modeling. - Exploritory analysis of 'next level' features (AAFS) - Work with Ben and Nick --- class: inverse # Ben --- class: primary # Preprocessing Complete! - Next steps: Character recognition? Other feature detection? <img src = "images/ben/openh_9oct.png" width="65%"/> --- class: inverse: <img src = "images/ben/goodwordmessage_9oct.png" width="100%"/> --- class: inverse # Nick --- class: secondary - Worked with Ben on preprocessing -- we saw his slides. - No update to making node counts more intuitive --- class: inverse # Ganesh --- class: primary # UI - Shiny App Demo --- class: inverse # Nate --- class: primary # Groove ID - Documented functions necessary to run changepoint analysis - Working on a vignette for the R package --- class: primary # SLR - Documenting what I've tried so far - Small examples to compare SLRs and LRs - Do well-calibrated SLRs have properties that imply they are close to true LRs with high probability? --- class: inverse # Sam --- class: primary # Fall semester plans: - submit papers from thesis for publication - writing R packages with SP + glass + shoes + "uncertainty pyramid" stuff with SL & HI - working on book funded by ROpenSci Fellowship - narrowing down topics & formats for new CSAFE training materials - writing "Ten Simple Rules for..." articles with DO + statisticians doing forensic science + forensic scientists doing statistics + [legal professionals encountering statistics](https://github.com/CSAFE-ISU/slides/issues/2) --- class: inverse # Guillermo --- class: secondary - **IRB** The saga continues (Applting for continuing review). - **Database** Added function to `checkshoenames` to find a specified pattern in the file names in a directory and change the name of such files. - **Registration** Reading papers (suggested by Susan) and testing functions to register matscan images. - Idea: Borrowing ideas from fMRI images to find a template image within another image. --- class: inverse # James --- class: primary # Back at Data Collection! <img src = "images/James/CartNew.png" width="32%"/> <img src = "images/James/Cart2.png" width="32%"/> --- class: inverse: <img src = "images/James/Vinyl1.png" width="32%"/> <img src = "images/James/Vinyl2.png" width="32%"/> <img src = "images/James/Vinyl3.png" width="32%"/> --- class: inverse: <img src = "images/James/LightRoom.png" width="32%"/> <img src = "images/James/LightUp.png" width="32%"/> <img src = "images/James/LightSide.png" width="32%"/> --- class: inverse # Kiegan --- class: primary # Chugging along! - **Submit to AFTE journal** - Getting close! - Complete writing of Chapman & Hall book - On pause so we can focus on getting 2 papers ready - **Write a joint paper with Nate on grooves project** - Integrating in to `bulletxtrctr` this week - Getting test sets ready - **Submit proposal to DFSC for funding** - Reworking NIJ Grad Fellowship proposal - Incorporating peer review comments --- class: primary # Update to plotting results <img src = "images/kiegan/boxplots_afte_results.png" width="65%"/> --- class: primary # Update to plotting results <img src = "images/kiegan/stacked_bars_afte_results.png"/> --- class: inverse # Danica --- class: primary # Fall Semester Update - Write a BF vs. LR paper for LPR - working on making second draft less technical - this is taking longer than I expected :( - Continue NIJ grant to validate FDE conclusions - poster presentation for Forensics@NIST next month - oral presentation accepted for AAFS Feb 2019 - New NIJ grant awarded! - working on award acceptance and budgets - 10 Things article - writing a draft complete with paragraphs and references --- class: inverse # Susan --- class: primary # Write all the things! - `bulletsamplr` package - Determined there's not a significant change in groove height along the signature - Started examining null feature distribution - Paper describing method for resampling bullet sequences - Paper validating bullet algorithm on different case study sets (w/ Heike) - Revising Statistical Atlas paper --- class: inverse # Miranda --- class: primary # Neural Networks - Working on poster for Forensics@NIST and AAFS - How to best quantify accuracy for one-hot prediction? - ROC-type curve for probability threshhold - Generating heatmaps to visualize what neural networks look for - Generating these for our model is difficult - So far, can only generate from original VGG16 (see next slide...) --- class: primary # VGG16 Prediction <img src = "images/miranda/2018-10-15/onehot-92_labeled_heatmap.png" width="35%"/><img src = "images/miranda/2018-10-15/onehot-3000_labeled_heatmap.png" width="35%"/> <img src = "images/miranda/2018-10-15/onehot-1312_labeled_heatmap.png" width="35%"/><img src = "images/miranda/2018-10-15/onehot-165_labeled_heatmap.png" width="35%"/> --- class: inverse # Heike --- class: primary # CSAFE persistence bullets   --- class: primary # CSAFE persistence bullets Signatures from 20 and 50x magnification  --- class: primary # CSAFE persistence bullets Aligned Signatures from 20 and 50x magnification  --- class: inverse # Soyoung --- class: primary # Fall semester plans: - Shoes + Wrap up shoe analysis using edges and SURF + Compare the performance with other methods such as phase only correlations, Fourier-Mellin transformation correlation + Do analysis with CSAFE shoe data + Submit papers regarding shoe analysis soon! - Research on "uncertainty pyramid" with Steve and Hari at NIST - Glass analysis with Sam + Exploratory analysis + Various covariance estimations + Submit papers! - Working on book chapters of glass and shoes funded by ROpenSci Fellowship --- class: primary # Analysis result with CSAFE shoe data - POC is rotation invariant! - Known mated pairs <img src="images/soyoung/rot_KM.png" width="60%"> --- class: primary # Analysis result with CSAFE shoe data - POC is rotation invariant! - Known non-mated pairs <img src="images/soyoung/rot_KNM.png" width="60%"> --- class: inverse # Issues --- class: secondary - [Issues!!](https://github.com/CSAFE-ISU/slides/issues) - Two issue down, two to go.