The artificial neural network prediction tool
For data regression and prediction, Visual Gene Developer includes an artificial neural network toolbox. You can easily load data sets to spreadsheet windows and then correlate input parameters to output variables (=regression or learning) on the main configuration window. Because the software provides a specialized class whose name is 'NeuralNet', users can directly access to the class to make use of neural network prediction toolbox when they develop new modules. A user can use maximum 5 instances of NeuralNet including 'NeuralNet', 'NeuralNet2', 'NeuralNet3', 'NeuralNet4', and 'NeuralNet5'.
We used a typical feed-forward neural network with a standard backpropagation learning algorithm to train networks and provides several different transfer functions. Without using gene design or optimization, our neural network package works perfectly independently even though all menus are still in the software environment. In this section, we shortly describe the artificial neural networks and then demonstrate how to use neural network toolbox and the class.
New update: if you are a programmer and want to use trained neural network files in your own programs, check NeuralNet.java.
Visual Gene Developer is a free software for artificial neural network prediction for general purposes!!!
Check built-in analysis tools: data normalization, pattern analysis, network map analysis, regression analysis, programming function
o Artificial neural network
From Sang-Kyu Jung & Sun Bok Lee, Biotechnology Progress, 2006.
Simple slides here.
o How to use artificial neural network toolbox
Step 1: Prepare data set
Here is a simple example. Using Microsoft Excel, the following table was generated. Click here to download 'Sample SinCos.xls'
In the 'Equation', 'Calculated Output1' and 'Calculated Output2' were divided by 2 or 3 to normalize data. Keep in mind that all data values should be less than 1 and must be normalized if they are bigger than 1. If the numbers are higher than 1 it may mean that they are out of range for the neural network prediction.
New update! A new function for data normalization has been implemented!
| Equation |
Input1=Rand()
'random number between 0 and 1 Input2=Rand() 'random number between 0 and 1 Input3=Rand() 'random number between 0 and 1 Calculated Output1=(Input1+Input2^Input3)/2 Calculated Output2=(Input1+Sin(Input2)+Cos(Input3))/3 |
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Step 2: Configure a neural network
1. Click the 'Artificial neural network' in the 'Tool' menu
2. You can see the window titled 'Neural Network Configuration'. Adjust parameters as shown in the 'Topology setting' and 'Training setting'
3. First, click on the 'Training pattern' button in order to set up the training data set. Immediately, you can see a new pop-up window. But it doesn't include any data initially.
The sum of error is defined by the following equation.
4. Copy the following region of the training data set in the Excel document
5. Click on the 'Paste all columns' button in the 'Neural Network - Training Pattern' window. It retrieves text data from the clipboard and pastes it to the table as shown in the figure.
Step 3: Start learning process (=data regression)
1. Click on the 'Start training' button. It took about 70 seconds to repeats 30,000 cycles.
2. Click on the 'Recall' button.
3. The software filled the empty columns (Outpu1 and Output2) with numbers and you can check the predicted values. The 'Copy' button is available.
4. The regression result is shown in the below figure. It looks quite good.
Step 4: Predict new data set
1. Copy the following region of the training data set in the Excel document.
2. Click on the 'Prediction pattern' button in the 'Neural Network Configuration' window
3. Click on the 'Paste Input columns' button to paste data of clipboard to the table
4. Click on the 'Predict' button. It will complete the table as shown in the figure. You can check the predicted values.
5. The result is shown in the figure. It really works well.
New!! Watch YouTube video tutorial
- Click on the 'Normalize' button to show the pop-up window.
In the case of multiple input variable systems, Visual Gene Developer provides a useful function to test 2 or 3 input variables as a nice plot.
2-D plot for two-variable system
Ternary plot for three input variable system
'Data pre-processing' is performed if 'Run script' is checked.
Internally, Visual Gene Developer assigns initial values of all input variables and then executes the script code written in 'Data pre-processing'.
This function is useful when a certain input variable depends on other variables. For example, input 3 is the sum of input 1 and input 2.
To adjust the value of input 3, you can write code like,
|
Function Main() |
Visual Gene Developer provides a graphical visualization of a trained network for a user. You can check the color and width of a line or circle.
Lines represent weight factors and circles (node) mean threshold values.
Just double-click on a diagram in the 'Neural Network Configuration' window.
In the diagram, the red color corresponds to a high positive number and violet color means a high negative number. Line width is proportional to the absolute number of weight factor or threshold value.
o Regression analysis New update!
o More information about Neural network data format
You can save the data set table as a standard comma delimited text file. Our neural network (trained) data file is also easily accessible because it has a standard text file format. You can open sample files and check the content.
o How to use 'NeuralNet' class
Although Visual Gene Developer has a user-friendly neural network toolbox, a user may prefer using the 'NeuralNet' class to make customized analysis module. A user can use maximum 5 instances of NeuralNet including 'NeuralNet', 'NeuralNet2', 'NeuralNet3', 'NeuralNet4', and 'NeuralNet5'.
Example
1. Click on the 'Module Library' in the 'Tool' menu
2. Choose the 'Sample NeuralNet' item in the 'Module Library' window
3. Click on the 'Edit Module' button in the 'Module Library' window
4. Click on the 'Test run' button in the 'Module Editor' window. Check source code and explanation!
Source code
VBScript
File- Triangle.strategy.v1.1.0.zip ... -
Released for PC in October 2022, Triangle Strategy is an HD-2D tactical RPG that focuses on branching narratives and grid-based combat. Players navigate the political turmoil of Norzelia through the Scales of Conviction, a system where your party members vote on major decisions that determine one of four unique endings. Key Features in Version 1.1.0
The 1.1.0 update, released in June 2023, added several major components to the base game:
Extra Chapter Epilogue: A new narrative scene that provides resolution for character stories following the game's completion. Accessing this requires finishing Serenoa's main route.
Battle & Story Replay: Features in the Tavern and War Chronicle allow players to replay specific story battles and character stories to experience missed content.
Gameplay Optimization: The update introduced the ability to skip company logos on startup and interrupt the "..." animation during dialogue to improve pacing.
Network Fixes: Included a "relief measure" for players who were unable to obtain achievements due to network errors. System Requirements for PC
To run the game and its updates effectively, your system should meet these specifications: Requirement Minimum Specs Recommended Specs OS Windows 8.1 / 10 (64-bit) Windows 8.1 / 10 (64-bit) CPU Intel Core i3-3210 / AMD A8-7600 Intel Core i5-6400 / AMD Ryzen 3 1200 RAM GPU NVIDIA GTX 950 / AMD RX 460 NVIDIA GTX 1060 (3GB) / AMD RX 470 Storage Source: Steam Product Page Security Warning Regarding Zip Files
While TRIANGLE.STRATEGY.v1.1.0.zip describes a legitimate version of the game, downloading game files from unofficial third-party sites carries significant security risks. Save 60% on TRIANGLE STRATEGY on Steam
📝 Summary
TRIANGLE.STRATEGY.v1.1.0.zip is an essential download for any enthusiast of the tactical RPG genre. It transforms Triangle Strategy from a static, linear narrative experience into a more dynamic sandbox where players can fully experiment with party compositions and battle strategies. The addition of the Spirit Temple alone adds dozens of hours of replay value to an already content-rich title.
Status: Stable Release Date Context: Mid-2022 Post-Launch Support
The file TRIANGLE.STRATEGY.v1.1.0.zip likely contains the major version 1.1.0 update for the tactical RPG Triangle Strategy
. This update, released in June 2023, is significant as it added an epilogue and long-requested replay features. Major Content Additions
Extra Story (Epilogue): A brand new ~10-minute voiced epilogue scene that ties up character resolutions following the game's ending. To unlock this, you must have completed Serenoa's route (the "Golden Route").
Story Battle Replay: Accessible via The Tavern, this allows you to replay past story battles with your current roster of units.
Character Story Replay: Accessible via the War Chronicle, this allows you to revisit the individual story events for characters you have recruited. Gameplay Improvements and Fixes Quality of Life: File- TRIANGLE.STRATEGY.v1.1.0.zip ...
Skip Logos: You can now skip company logos when launching the game by pressing a button.
Skip Silence: The "..." symbol animation in cutscenes can now be interrupted and skipped, improving the game's pacing. Battle Adjustments:
Improved loot (money and items) dropped by enemies during repeat playthroughs.
Minor balance adjustments for battles in subsequent playthroughs. Bug Fixes:
Added a relief measure for players who couldn't obtain achievements due to network errors.
Amended tutorial text to match updated features and fixed various minor bugs.
🛠️ Detailed Contents & Features (v1.1.0 Update)
The v1.1.0 update is widely considered the "Definitive" patch for players looking to revisit the game or grind for unique weapons. Upon extracting the .zip file and applying the update, users gain access to the following major features:
1. The "Spirit Temple" Update
The highlight of this version is the addition of the Spirit Temple, a brand new facility added to the player’s encampment.
- Function: Allows players to spar against randomly generated enemy teams.
- Reward System: Completing battles in the Spirit Temple earns "Spirit Gems," a currency used to upgrade specific characters and acquire unique accessories.
- Significance: This solves the game's lack of a post-game grinding zone, allowing players to level up characters that were previously underutilized during the main campaign.
File Overview
- Filename:
TRIANGLE.STRATEGY.v1.1.0.zip - Format: ZIP archive, a common compressed file format used to bundle files and folders into a single file for easier distribution and storage.
Possible Contents
The file could contain a variety of data related to a game strategy, possibly for a game titled "Triangle Strategy." This game could be a tactical role-playing game (RPG) where strategy and positioning on a triangular grid are crucial.
The contents might include:
- Game Mods: Modifications to alter gameplay, add new missions, characters, or enhance graphics.
- Strategies: Guides or tools designed to help players devise effective strategies, potentially including walkthroughs, character builds, or battle tactics.
- Maps and Levels: Custom or enhanced maps for the game, possibly designed for competitive play or community challenges.
- Documentation: Text files or PDFs with detailed guides on how to play the game or specific levels, character stats, and more.
Research references (helpful papers)
If you’re looking for academic/quant support:
- Bulkowski, T. (2000s) – Encyclopedia of Chart Patterns (triangle statistics).
- Lo, A.W., Mamaysky, H., Wang, J. (2000) – “Foundations of Technical Analysis” – tests triangle patterns in historical data.
- Chang, P.H.K., Osler, C.L. (1999) – “Methodical Madness” – role of stop-losses in triangle breakouts.
The file TRIANGLE.STRATEGY.v1.1.0.zip contains the version 1.1.0 update for the tactical RPG Triangle Strategy
, which was released in June 2023. This update is significant as it introduced new post-game content and quality-of-life features that were not present at the game's launch. Key Features of Version 1.1.0
The following major additions were included in this specific update: Released for PC in October 2022, Triangle Strategy
Extra Story Content: Adds an "Extra Story" epilogue scene that provides resolution for characters after the game's ending.
Note: You must complete Serenoa's route in the main story to unlock this content. Replay Features:
Story Battle Replay: Accessible via the Tavern, allowing players to revisit specific tactical encounters.
Character Story Replay: Allows re-watching individual character side stories from the "War Chronicle". Gameplay Adjustments:
Improved loot (money and items) dropped by enemies during repeat playthroughs.
Minor battle adjustments to balance the experience for players on New Game+. Technical Fixes & Improvements
Cutscene Skip: You can now interrupt and skip the "..." thought-bubble animations during dialogue.
Logo Skip: Added the ability to skip company logos when launching the game.
Bug Fixes: Includes a "relief measure" for achievements that failed to unlock due to network errors. File Structure (PC Version)
Based on technical logs from SteamDB , the core modified files in this update include:
TRIANGLE_STRATEGY-WindowsNoEditor.pak (~335 MB of new content/assets). TRIANGLE_STRATEGY.exe (Updated game executable). CrashReportClient.exe (Engine stability update).
For those looking to purchase or verify the official game, it is available on platforms like the Nintendo eShop and Steam .
. This version refers to a significant content update for the tactical RPG developed by Square Enix and Artdink. Triangle Strategy Version 1.1.0 Highlights
Released in June 2023, this update introduced several major features that are commonly discussed in blog posts and community forums like Reddit's Triangle Strategy community Character & Story Battle Replays Function: Allows players to spar against randomly generated
: Players can now replay specific chapters and story battles to experience different outcomes or refine their tactics. Extra Chapter Content
: The update added new story content, providing more depth to the game's branching narrative. Performance Improvements
: General bug fixes and optimizations were implemented to enhance the gameplay experience. Important Note on File Downloads If you are looking for a file named "TRIANGLE.STRATEGY.v1.1.0.zip"
, please be cautious. Official updates for Triangle Strategy are typically delivered through the Nintendo eShop client. Compressed
files found on third-party blogs or file-sharing sites often contain unauthorized copies of the game or potentially malicious software.
For the safest experience, it is recommended to update your game through the official Steam store page or the Nintendo Switch system menu. walkthroughs for the new content in the v1.1.0 update?
TRIANGLE.STRATEGY.v1.1.0 update, released in June 2023, introduced several significant new features and quality-of-life improvements for both PC and Nintendo Switch players Key New Content Extra Story Epilogue
: A brand-new epilogue scene that ties up character story resolutions . You must complete Serenoa's route in the main story to unlock this content Story Battle Replay : Accessed via The Tavern
, this feature allows you to replay specific story battles to refine your tactics or level up your units Character Story Replay : Found in the War Chronicle
, this allows you to re-watch narrative events and character-specific side stories you have already viewed Quality-of-Life Improvements Skip Feature for "..." Animations
: You can now skip the silent "..." pause animations during dialogue to speed up the game's pacing
: A button has been assigned to skip the company logos that appear when launching the game Improved Loot
: The amount of money and items dropped by enemies during repeat playthroughs has been increased Achievement Relief
: Added a measure to help players who couldn't obtain achievements due to network errors Technical & Gameplay Adjustments Battle Adjustments
: Minor balance tweaks were made to various battles, particularly for repeat playthroughs
: General stability improvements and minor bug fixes were implemented across all platforms to access that extra story?
5. The 'Return message' shows a result. It's the same value as shown in the previous prediction date table.
