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topolow 0.3.2

• Initial release to CRAN (revised per CRAN reviewr’s instructions).
• Introduces the Topolow algorithm, a physics-inspired method for antigenic cartography.
• Provides robust mapping and complete positioning of all antigens, even with highly sparse datasets (>95% missing values).
• Implements automatic, likelihood-based estimation to determine the optimal dimensionality of the antigenic map.
• Includes functionality to calculate “antigenic velocity” vectors to quantify the rate and direction of antigenic drift.
• Features tools for handling and processing cross-reactivity and binding affinity assay data, including those with thresholded values.
• Demonstrates improved prediction accuracy and run-to-run stability compared to traditional MDS methods.

topolow 1.0.0 (2025-07-01)

• All exported methods now include \value documentation describing the output’s class, structure, and meaning.
• Examples for unexported functions have been omitted, and \dontrun{} wrappers have been removed5. Slower examples are now wrapped in \donttest{} as appropriate.
• Functions no longer write to user directories by default. Functions where writing a file is the main purpose now require the user to specify an output directory.
• The complex distributed processing functionality has been removed, as it was not essential for typical use cases.
• The link to our paper and citation information have been updated.

topolow 2.0.0 (2025-07-30)

The wizard function Euclidify was added to run all the workflow needed to get the main output automatically.

Deprecations

• create_topolow_map() is now deprecated in favor of euclidean_embedding(). The old function will be removed in version 3.0.0.
  • Parameter name changed: distance_matrix –> dissimilarity_matrix
    
  • Function name changed: create_topolow_map() –> euclidean_embedding()

Breaking Changes

• initial_parameter_optimization(): Parameter distance_matrix renamed to dissimilarity_matrix
  • Migration: Replace distance_matrix = your_matrix with dissimilarity_matrix = your_matrix
• run_adaptive_sampling(): Parameter distance_matrix renamed to dissimilarity_matrix
  • Migration: Replace distance_matrix = your_matrix with dissimilarity_matrix = your_matrix
• adaptive_MC_sampling():
  • Parameter distance_matrix renamed to dissimilarity_matrix
  • Removed parameter batch_size from adaptive_MC_sampling(); its value had no effect in the processes anyway
  • Removed parameter num_parallel_jobs from run_adaptive_sampling; set max_cores to define the number of cores and parallel jobs
  • Migration: Replace distance_matrix = your_matrix with dissimilarity_matrix = your_matrix and remove batch_size arguments
• create_cv_folds(): Parameter names and return structure changed
  • Parameter changes: truth_matrix –> dissimilarity_matrix, no_noise_truth –> ground_truth_matrix
  • Return structure: Now returns named list elements ($truth, $train) instead of indexed elements
  • Migration: Update parameter names and change result[[1]][[1]] to result[[1]]$truth, result[[1]][[2]] to result[[1]]$train
• take_log parameter in clean_data() is deprecated
  • Perform log transformation before calling these functions instead
  • Parameter will be removed in next major version
• analyze_network_structure(): Parameter distance_matrix renamed to dissimilarity_matrix for consistency with other functions
• calculate_diagnostics(): Return class changed from topolow_amcs_diagnostics to topolow_diagnostics for naming consistency
• plot_network_structure(): Removed aesthetic_config and layout_config parameters
  • Migration: Replace with width, height, dpi parameters
  • Fixed aesthetic values improve consistency but reduce customization
  • Added better handling for empty network cases
• scatterplot_fitted_vs_true(): Parameter names updated for consistency
  • Migration: distance_matrix –> dissimilarity_matrix, p_dist_mat –> p_dissimilarity_mat
  • Migration: Default save_plot changed from TRUE to FALSE
  • Improved modern ggplot2 syntax using linewidth instead of deprecated size
• error_calculator_comparison(): Parameter names changed for consistency
  • p_dist_mat –> predicted_dissimilarities
  • truth_matrix –> true_dissimilarities
  • input_matrix –> input_dissimilarities (now optional, defaults to NULL)
  • Migration: Update all parameter names in function calls
• calculate_prediction_interval(): Parameter names changed for consistency
  • distance_matrix –> dissimilarity_matrix
  • p_dist_mat –> predicted_dissimilarity_matrix
  • Migration: Update parameter names in function calls
• long_to_matrix was renamed to titers_list_to_matrix since it is specific to viral titer data processing.
• Function process_antigenic_data accepts a data frame as input, instead of the previous form of a file path.
• In process_antigenic_data, is_titer became is_similarity for clearity for broader audience. Parameter id_prefix was removed.

New Features

• Added euclidean_embedding() function with enhanced performance and features:
  • Matrix reordering: Automatic spectral ordering concentrates largest dissimilarity values in corners for improved optimization
  • Enhanced validation: Better input data quality checks with informative warnings
  • Improved documentation: More detailed examples and parameter guidance

Improvements

• Package dependencies where reduced from 20 to 13
• Enhanced algorithm documentation with clearer physics-inspired approach description
• Better handling of edge cases in dissimilarity matrix processing
• Improved error messages for parameter validation
• Updated parameter_sensitivity function to use modern ggplot2 syntax
• Improved input validation and error handling in sensitivity analysis
• Enhanced MLE calculation algorithm for better robustness
• Replaced deprecated size parameter with linewidth in plots
• Enhanced input validation and error messages in create_cv_folds()
• input_dissimilarities parameter now optional in error_calculator_comparison()
• initial_parameter_optimization saves/returns the parameters in log scale, consistent with other function
• A vignette was added

Deprecation Timeline

• Version 2.0.0: create_topolow_map() deprecated, issues warning
• Version 3.0.0 (planned): create_topolow_map() will be removed

Migration Guide

To update your code:

```r # Old (deprecated): result <- create_topolow_map(distance_matrix = my_matrix, # … other parameters )

New (recommended):

result <- euclidean_embedding(dissimilarity_matrix = my_matrix, # parameter name changed # … other parameters (unchanged) )

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.