□= □=Ĥ9 Distributional Stability Degrades Gracefully Under CompositionĬompose( D) For □ = 1 to □: Let choose an □-DP □ □ based on □ 1 ,…, □ □−1. Important: Don’t need to understand anything about □. No metric on □.Ĥ8 Distributional Stability Yields Robustness to PostprocessingĪn “Information Processing” inequality: Theorem: If □: □ □ →□ is (□,□)-differentially private, and □:□→ □ ′ is an arbitrary algorithm, then □∘□ : □ □ → □ ′ is (□,□)-differentially private. □: □ □ →□ is (□,□)-differentially private if for every pair of neighboring datasets □,□′, and outcome □: Pr □ □ ∈□ ≤ □ □ Pr □ □ ′ ∈□ +□ Crucial: Stability on the distribution. Question: Can we do better with a different statistical estimator?Ĥ6 Differential Privacy Īlice Bob Xavier Chris Donna Ernie Algorithm Pr Ĥ7 A stability condition on the output distribution: Bagging methods can have similar effect as majority attack.Ĥ5 Can we do better with a different statistical estimator? Is this a real concern? Can get 1% improvement every few hundred queries. Output hypothesis □ □ ≔majority( □ 1 □ 1 □ ,…, □ □ □ □ □ ) Claim: With high probability, □ has training error 1 2 −□ □/□Ĥ4 Bagging methods can have similar effect as Let me manage your money, and I’ll continue giving you my stock prediction tips in exchange for a small cut! BANK ACCOUNT NUMBER PLS!!ġ3 Hmm… The chance he was right 10 times in a row if he was just randomly guessing is only ≈ □0 set □ □ =1 if □ □ >0, □ □ =−1 otherwise. I’m tired of giving out this great advice for free. ![]() SHAK is going down.Ĥ From: Date: 3/1/15 Subject: Gr8 investment tip!!! Down again.ĥ From: Date: 3/2/15 Subject: Gr8 investment tip!!! Up!Ħ From: Date: 3/3/15 Subject: Gr8 investment tip!!! Down.ħ From: Date: 3/4/15 Subject: Gr8 investment tip!!! Up!Ĩ From: Date: 3/5/15 Subject: Gr8 investment tip!!! Up!ĩ From: Date: 3/6/15 Subject: Gr8 investment tip!!! Up!ġ0 From: Date: 3/7/15 Subject: Gr8 investment tip!!! Down.ġ1 From: Date: 3/8/15 Subject: Gr8 investment tip!!! Down.ġ2 From: Date: 3/8/15 Subject: Gr8 investment opportunity!!! Hi there. Presentation on theme: "Rigorous Data Dredging Theory and Tools for Adaptive Data Analysis."- Presentation transcript:ġ Rigorous Data Dredging Theory and Tools for Adaptive Data Analysis.Ģ From: Date: 2/27/15 Subject: Gr8 investment tip!!! Hi! You don’t know me, but here is a tip! Go long on SHAK – it will go up today.ģ From: Date: 2/28/15 Subject: Gr8 investment tip!!! Hi again! Go short today.
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![]() Rizal Avenue, known as the Kalayaan Bridge. The bridge consists of a 4-lane main bridge spanning 613.77 meters (2,013.7 ft) that connects Lawton Avenue in Makati to Fairlane Street in Kapitolyo, Pasig across the Pasig River and J. Bridge layout Lawton Avenue – Global City Viaduct The Lawton Avenue – Global City Viaduct was then inaugurated by President Rodrigo Duterte on Septemand was opened on the next day. The southbound lane to Lawton Avenue was made accessible to vehicles on the same day, while the northbound lane was accessible to vehicles the following day. It partially opened to vehicles on the same day. The main section of the bridge was inaugurated by top government officials on June 12, 2021, coinciding with the Philippine Independence Day commemorations. The bridge was originally expected to open in 2020, but was delayed to 2021 due to the COVID-19 pandemic. Aside from the bridge itself, the construction project also includes improving access to the bridge by upgrading Brixton and Fairlane Streets on the Ortigas side and 8th Avenue on the BGC side. and Sino Road and Bridge Group Company Ltd., with consultants DCCD Partners and Pertconsult International. The project is handled by a joint venture of Persan Construction, Inc. The groundbreaking ceremony on the project took place as part of the Build! Build! Build! Infrastructure Program under the Duterte administration on July 19, 2017, marking the official start of construction. The bridge was conceived only during the administration of President Benigno Aquino III as Phase I of the 1.48-kilometer (0.92 mi) Bonifacio Global City–Ortigas Link Road Project which would connect the Bonifacio Global City in Taguig to the Ortigas Center in Pasig. History The view from the bridge southbound towards BGC in June 2021. ![]() The bridge is currently passable to light vehicles only and does not allow full pedestrian access along the bridge. The bridge was partially opened on June 12, 2021, with the completion of its key component, the Kalayaan Bridge, while the Lawton Avenue – Global City Viaduct opened on October 1, signaling the full completion of the bridge. The bridge aims to decongest nearby thoroughfares like EDSA and Circumferential Road 5 and cut travel time between Taguig and Ortigas from 30 minutes or 1 hour to only 12 minutes. The bridge also includes a 565-meter (1,854 ft) viaduct that connects it to 8th Avenue in Bonifacio Global City, Taguig. The bridge spans 613.77 meters (2,013.7 ft) and the construction cost of the bridge is ₱1.857 billion as of 2017. The Santa Monica–Lawton Bridge, also known as the Kalayaan Bridge and Bonifacio Global City–Ortigas Link Bridge, is a four-lane, two-way bridge across the Pasig River that connects Lawton Avenue in Makati to Fairlane Street (near Santa Monica Street to where the bridge is also named after) in Kapitolyo, Pasig. October 1, 2021 21 months ago ( ) (viaduct) June 12, 2021 2 years ago ( ) (main bridge) Makati and Pasig, Metro Manila, Philippinesīonifacio Global City–Ortigas Link Bridge Seda Bonifacio Global City4-star hotel with outdoor pool, restaurantīonifacio Global City is located 1.9 mi (3 km) from the heart of Taguig. Shangri-La The Fort, ManilaLuxury hotel with 15 restaurants, spa Here are our customers' top lodging choices in Bonifacio Global City: We have 149 accommodations in the neighborhood. ![]() Where are the Best Places to Stay in Bonifacio Global City? Other popular sights worth a visit include SM Mall of Asia. If you're looking for the perfect part of the city to explore, look no further than Bonifacio Global City. ![]() It will be a section of different devices and vehicles that has Bluetooth capability. The data points of the MAC address will be presented in a way that is shown as a colored dot with lines on a map over the location where it has been tracked. In the fifth part, the author will explain how and what data is passing from the raw data set and being present with a data visualization software called Tableau. In this part of the assignment, the author will also give a runthrough of the detailed configuration of the setup of the MAC address capture device as well as pictures of the device. In the fourth part, the author will write about what device has been used in the capture of the MAC address, with a brief tour of the different hardware chosen, and with an explanation of why it is used. This will be explained with visual explanations as well as a technical explanation of what frames are being broadcasted from the wireless devices and where in the frame the MAC addresses are located. In the third part, the author will explain how the MAC address is broadcast from a WiFi Access Points and Bluetooth device. In the next part of the rapport, the author will explain what a MAC address is, with a visual explanation of what makes a MAC address as well as why a MAC address is unique in a technical explanation. In this report, the author will show how it was possible to location track the MAC address of WiFi Access Points and Bluetooth devices that people use in their daily lives without the knowledge of the user. Below in Figure 0 is the result that I have presented for him about how I tracked him because of the keychain tracker, and allows me to present the data.įigure 0. This Tile is a Bluetooth tracker device that you can attach to whatever you want. ![]() He mentioned he used a Tile to find his keys in another setting. I took this as a challenge to prove to my fellow students that this was possible. Secondly, I would like to thank my teacher Mehdi Shadidi for the discussion that we had with another student about location tracking without the person being online. And the brainstorming sessions with my brother. This is my final Course Project for the first year of Network and IT-Security at Noroff – School of technology and digital media.įirstly, I would like to thank my two partners for supporting me through the project, especially in the first weeks of the data gathering period, which almost burned me out. No personal information is presented in this report, with exception of the preface where informed consent has been given. All logged data and any identifier of any personal information have been deleted by the author after project end. The purpose of this report was to show the vulnerability of these technologies to tracking. This was done in 12 days,a shoestring budget (3000 kr) and the technical knowledge about exploiting vulnerabilities in WiFi Access Points and Bluetooth. mapped encrypted and unencrypted WiFi networks in the covered area in Oslo.generated repeated data points of specific devices that allowed the author to pinpoint movement patterns and habits of several device owners through Oslo, some with their full name on their devices.This report is the culmination of 5 000 000 logged data points from MAC addresses and WiFi Access Points, which in turn This report will show that it is possible to do not only tracking of a single individual but masstracking/surveillance of a large city as well, i.e Oslo. The author wants to show that these technologies are vulnerable to tracking/surveillance without the individual’s notice and online connection. With the ever-increasing use of WIFI and Bluetooth devices in the daily life of the average citizen, many will own at least one device, if not several, which can be used as tracking devices. ![]() location tracking from 3rd parties without the user’s knowledge. This report goes through the vulnerabilities of WIFI and Bluetooth in terms of privacy i.e. SP1-Location-Tracking-of-WIFI-Access-Points-and-Bluetooth-Devices-redacted DownloadīSides Oslo 2022 Presentation of Location Tracking of Bluetooth Devices: ![]() We backtrack to the dead guy near the entrance and continue forward to the unexplored section. ![]() System Shock 2 Walkthrough - System Shock-2 359 The other office in this corridor has a security station and a log from our pal Cortez is in the desk. Once the worms are baked to perfection I hack the crate for a med kit and 6 standard bullets. Worms drop from the ceiling and I notice a security crate on the floor. System Shock 2 Walkthrough - System Shock-2 358Ĭontinuing down the corridor I come to a room where two explosions occur as I enter. After throwing up from all that radiation I entered the room to my right (inset) where I found a log from Delacroix. The one on the left is flooded with radiation (inset) but had 21 and 19 nanites on the floor and 6 armor piercing bullets on the dead body. Turning back and going down the corridor there's a camera and two rooms. System Shock 2 Walkthrough - System Shock-2 357 The doorless design allows your superiors to make sure you are not wasting time reading on the john. Unisex and spacious, they make an ideal place to store dead bodies full of annelid worms and you can even cram up to 17 nanites on the dead body. System Shock 2 Walkthrough - System Shock-2 356 The room just in front of this one (inset) has a security crate with 52 nanites, a log from Murdoch and a replicator. Remember this location as we'll need to enter Athletics later on. In the next room to my left I find a security console and another log from Yang. System Shock 2 Walkthrough - System Shock-2 355 As I continue down the corridor, I find 6 standard bullets in a trashcan. In the art terminal I get part of a code, 10 (inset). The safe contains a surgical bed key as well as 10 prisms. On the other side of the counter I find a log from Yang and a psi hypo. System Shock 2 Walkthrough - System Shock-2 354 They evidently missed my prior evolution theory class, so I'm happy to repeat myself. I turn right and spot upgrade stations as I hear more ducts collapsing. System Shock 2 Walkthrough - System Shock-2 353 The body has a dead power cell we'll need later on, as well as another game. Past the door I find my first dead body as Shodan briefs me. System Shock 2 Walkthrough - System Shock-2 352 I get rid of them and turn left since there's no other way out. I pick up the anti-personnel shells from the bench and leave the window, inspired and star-struck! As I move forward some ducts collapse and worms crawl out. We learn that this guy is actually Cortez. Wow, let's hope this level is a bit less crowded than ops! As I leave the elevator I look right to the window to witness an Oscar-worthy performance by none other than Ken Levine himself! Well. Recreational System Shock 2 Walkthrough - System Shock-2 351 You can jump to nearby pages of the game using the links above. ![]() Thankfully, though, things have been amped up with the new Rebuttal Showdown mechanic which sees you using the analogue stick to quite literally slice your opponent’s argument to pieces before going for the cold deathblow of pure logic. Of course, and unfortunately so does the Hangman’s Gambit, even more obtuse, tedious and frustrating than before in its new incarnation. You… do switch off Tails, right? The Class Trials return ![]() It’s a bit like how you always switch off Tails whenever you play Sonic the Hedgehog 2. The rewards for raising these pets aren’t, in our view, useful enough to make them worth the repetition of checking in on them, but it’s a shame to have a new feature in this sequel that we simply suggest you ignore. Fast travel returns, yes, but travelling by foot is incentivised by the new virtual pet style minigame that sees your little chibimi gain XP with each step you take. Rather than rely on the full 3D maps, here you mostly run around on a 2D plane from left to right across each of the various peninsulas you’ll visit. Exploring your prison, Jabberwock Island, is a little more tedious than Hope’s Peak Academy, too. Once again you’ll be fraternising with peers and drying your tears as they drop like flies thanks to the Killing Game. Thankfully - and unfortunately, given (SPOILERS!) you’re going to watch most of them die - the new cast of students are as charismatic, interesting, hilarious and downright entertaining as the first game’s, and all brand new besides just one returning character in a different, portlier guise. What was supposed to be a Hope’s Peak school trip for new protagonist Hajime Hinata has turned into a nightmare as Monokuma resurfaces and begins a second Killing Game. And it’s very good carnage, but sometimes it all feels like it’s just a little bit much. Goodbye Despair essentially takes a look at how Trigger Happy Havoc went up to 11, starts from that intensity and never really falters. There’s also less of a curve here - not so much in the difficulty, but in the way it eases you into its story. As good as Danganronpa 2 is, it can’t really help but hit similar beats to its illustrious forebear. 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